{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DpAWjuE0zX__"
   },
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License.\n",
    "\n",
    "# 2D XRay registration demo\n",
    "This demo is a toy example showing the usage of MONAI's registration capability.\n",
    "\n",
    "The demo mainly uses\n",
    "- a UNet-like registration network with an affine head to predict the affine transformation parameters;\n",
    "- a warp function, implemented as a MONAI C++/CUDA module, to transform the moving image.\n",
    "\n",
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Project-MONAI/tutorials/blob/main/2d_registration/registration_mednist.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lI6G5tLMzqUM"
   },
   "source": [
    "## Setup environment\n",
    "\n",
    "`pip install` with the `BUILD_MONAI=1` flag will fetch the latest source code from the MONAI repository, build MONAI's C++/CUDA extensions, and install the package.\n",
    "\n",
    "Setting `env BUILD_MONAI=1` indicates that when calling the relevant Python modules, MONAI will prefer those extensions instead of the Pytorch/Python native implementations.\n",
    "\n",
    "(The compilation may take a few to 10+ minutes.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "env: BUILD_MONAI=1\n"
     ]
    }
   ],
   "source": [
    "%env BUILD_MONAI=1\n",
    "!python -c \"import monai\" || pip install -q git+https://github.com/Project-MONAI/MONAI#egg=monai[all]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HSGmeSK8zy4C"
   },
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "9a4y9P06TzmR",
    "outputId": "fed609e0-8c23-409f-fb9b-7e1f838d46f1"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 1.1.0+2.g97918e46\n",
      "Numpy version: 1.22.2\n",
      "Pytorch version: 1.13.0a0+d0d6b1f\n",
      "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n",
      "MONAI rev id: 97918e46e0d2700c050e678d72e3edb35afbd737\n",
      "MONAI __file__: /workspace/monai/monai-in-dev/monai/__init__.py\n",
      "\n",
      "Optional dependencies:\n",
      "Pytorch Ignite version: 0.4.10\n",
      "Nibabel version: 4.0.2\n",
      "scikit-image version: 0.19.3\n",
      "Pillow version: 9.0.1\n",
      "Tensorboard version: 2.10.1\n",
      "gdown version: 4.6.0\n",
      "TorchVision version: 0.14.0a0\n",
      "tqdm version: 4.64.1\n",
      "lmdb version: 1.3.0\n",
      "psutil version: 5.9.2\n",
      "pandas version: 1.4.4\n",
      "einops version: 0.6.0\n",
      "transformers version: 4.21.3\n",
      "mlflow version: 2.0.1\n",
      "pynrrd version: 1.0.0\n",
      "\n",
      "For details about installing the optional dependencies, please visit:\n",
      "    https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from monai.utils import set_determinism, first\n",
    "from monai.transforms import (\n",
    "    EnsureChannelFirstD,\n",
    "    Compose,\n",
    "    LoadImageD,\n",
    "    RandRotateD,\n",
    "    RandZoomD,\n",
    "    ScaleIntensityRanged,\n",
    ")\n",
    "from monai.data import DataLoader, Dataset, CacheDataset\n",
    "from monai.config import print_config, USE_COMPILED\n",
    "from monai.networks.nets import GlobalNet\n",
    "from monai.networks.blocks import Warp\n",
    "from monai.apps import MedNISTDataset\n",
    "\n",
    "import numpy as np\n",
    "import torch\n",
    "from torch.nn import MSELoss\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import tempfile\n",
    "\n",
    "\n",
    "print_config()\n",
    "set_determinism(42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setup data directory\n",
    "\n",
    "You can specify a directory with the `MONAI_DATA_DIRECTORY` environment variable.  \n",
    "This allows you to save results and reuse downloads.  \n",
    "If not specified a temporary directory will be used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/workspace/data\n"
     ]
    }
   ],
   "source": [
    "directory = os.environ.get(\"MONAI_DATA_DIRECTORY\")\n",
    "if directory is not None:\n",
    "    os.makedirs(directory, exist_ok=True)\n",
    "root_dir = tempfile.mkdtemp() if directory is None else directory\n",
    "print(root_dir)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IEdRdq0NUQj_"
   },
   "source": [
    "# Construct pairwise training inputs\n",
    "We use the `MedNISTDataset` object to download and unzip the actual data files.\n",
    "Then we select the hand class, convert the loaded data dicts into \"fixed_hand\" and \"moving_hand\" which will be preprocessed differently to create synthetic training pairs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "H9KlURISUxcr",
    "outputId": "51492daa-0cc9-41d2-b71f-d0ee4b117da9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2023-01-20 14:08:40,389 - INFO - Verified 'MedNIST.tar.gz', md5: 0bc7306e7427e00ad1c5526a6677552d.\n",
      "2023-01-20 14:08:40,389 - INFO - File exists: /workspace/data/MedNIST.tar.gz, skipped downloading.\n",
      "2023-01-20 14:08:40,390 - INFO - Non-empty folder exists in /workspace/data/MedNIST, skipped extracting.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 47164/47164 [00:00<00:00, 167646.33it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " first training items:  [{'fixed_hand': '/workspace/data/MedNIST/Hand/002566.jpeg', 'moving_hand': '/workspace/data/MedNIST/Hand/002566.jpeg'}, {'fixed_hand': '/workspace/data/MedNIST/Hand/007664.jpeg', 'moving_hand': '/workspace/data/MedNIST/Hand/007664.jpeg'}, {'fixed_hand': '/workspace/data/MedNIST/Hand/009292.jpeg', 'moving_hand': '/workspace/data/MedNIST/Hand/009292.jpeg'}]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "train_data = MedNISTDataset(root_dir=root_dir, section=\"training\", download=True, transform=None)\n",
    "training_datadict = [\n",
    "    {\"fixed_hand\": item[\"image\"], \"moving_hand\": item[\"image\"]}\n",
    "    for item in train_data.data\n",
    "    if item[\"label\"] == 4  # label 4 is for xray hands\n",
    "]\n",
    "print(\"\\n first training items: \", training_datadict[:3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "QZJCeerKTu3s"
   },
   "outputs": [],
   "source": [
    "train_transforms = Compose(\n",
    "    [\n",
    "        LoadImageD(keys=[\"fixed_hand\", \"moving_hand\"]),\n",
    "        EnsureChannelFirstD(keys=[\"fixed_hand\", \"moving_hand\"]),\n",
    "        ScaleIntensityRanged(\n",
    "            keys=[\"fixed_hand\", \"moving_hand\"],\n",
    "            a_min=0.0,\n",
    "            a_max=255.0,\n",
    "            b_min=0.0,\n",
    "            b_max=1.0,\n",
    "            clip=True,\n",
    "        ),\n",
    "        RandRotateD(keys=[\"moving_hand\"], range_x=np.pi / 4, prob=1.0, keep_size=True, mode=\"bicubic\"),\n",
    "        RandZoomD(keys=[\"moving_hand\"], min_zoom=0.9, max_zoom=1.1, prob=1.0, mode=\"bicubic\", align_corners=False),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "vUKGXidL2ViQ"
   },
   "source": [
    "## Visualisation of the training pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 402
    },
    "id": "LzFV9LY8VXy1",
    "outputId": "1444374e-0f51-4485-8ff8-4e1879fc03a4"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "moving_image shape: torch.Size([64, 64])\n",
      "fixed_image shape: torch.Size([64, 64])\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "check_ds = Dataset(data=training_datadict, transform=train_transforms)\n",
    "check_loader = DataLoader(check_ds, batch_size=1, shuffle=True)\n",
    "check_data = first(check_loader)\n",
    "fixed_image = check_data[\"fixed_hand\"][0][0]\n",
    "moving_image = check_data[\"moving_hand\"][0][0]\n",
    "\n",
    "print(f\"moving_image shape: {moving_image.shape}\")\n",
    "print(f\"fixed_image shape: {fixed_image.shape}\")\n",
    "\n",
    "plt.figure(\"check\", (12, 6))\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.title(\"moving_image\")\n",
    "plt.imshow(moving_image, cmap=\"gray\")\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.title(\"fixed_image\")\n",
    "plt.imshow(fixed_image, cmap=\"gray\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "nwO0Q3Hg2hOJ"
   },
   "source": [
    "## Create the training pipelines\n",
    "We use a `CacheDataset` to capture the training pairs and accelerate the training process.\n",
    "The training data are fed into a `GlobalNet` which predicts image-level affine transformation parameters. A `Warp` layer is initialised and will be used for both training and inference."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "DjSwFJJvW7Qc",
    "outputId": "d81e0f01-4ec7-4cd4-bd7f-645a1f5dfc9f"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 1000/1000 [00:05<00:00, 169.22it/s]\n"
     ]
    }
   ],
   "source": [
    "train_ds = CacheDataset(data=training_datadict[:1000], transform=train_transforms, cache_rate=1.0, num_workers=4)\n",
    "train_loader = DataLoader(train_ds, batch_size=16, shuffle=True, num_workers=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "zHAj8nuHXG-D"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "monai.networks.blocks.Warp: Using PyTorch native grid_sample.\n"
     ]
    }
   ],
   "source": [
    "device = torch.device(\"cuda:0\")\n",
    "model = GlobalNet(\n",
    "    image_size=(64, 64), spatial_dims=2, in_channels=2, num_channel_initial=16, depth=3  # moving and fixed\n",
    ").to(device)\n",
    "image_loss = MSELoss()\n",
    "if USE_COMPILED:\n",
    "    warp_layer = Warp(3, \"border\").to(device)\n",
    "else:\n",
    "    warp_layer = Warp(\"bilinear\", \"border\").to(device)\n",
    "optimizer = torch.optim.Adam(model.parameters(), 1e-5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0a7hoesI29m4"
   },
   "source": [
    "## The training loops"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "eyiL4ccmYsjt"
   },
   "outputs": [],
   "source": [
    "max_epochs = 200\n",
    "epoch_loss_values = []\n",
    "\n",
    "for epoch in range(max_epochs):\n",
    "    print(\"-\" * 10)\n",
    "    print(f\"epoch {epoch + 1}/{max_epochs}\")\n",
    "    model.train()\n",
    "    epoch_loss, step = 0, 0\n",
    "    for batch_data in train_loader:\n",
    "        step += 1\n",
    "        optimizer.zero_grad()\n",
    "\n",
    "        moving = batch_data[\"moving_hand\"].to(device)\n",
    "        fixed = batch_data[\"fixed_hand\"].to(device)\n",
    "        ddf = model(torch.cat((moving, fixed), dim=1))\n",
    "        pred_image = warp_layer(moving, ddf)\n",
    "\n",
    "        loss = image_loss(pred_image, fixed)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        epoch_loss += loss.item()\n",
    "        # print(f\"{step}/{len(train_ds) // train_loader.batch_size}, \"\n",
    "        #       f\"train_loss: {loss.item():.4f}\")\n",
    "\n",
    "    epoch_loss /= step\n",
    "    epoch_loss_values.append(epoch_loss)\n",
    "    print(f\"epoch {epoch + 1} average loss: {epoch_loss:.4f}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 282
    },
    "id": "hZYvG_oE32-9",
    "outputId": "354e2e53-85ae-4d48-a388-6206bc16e3f9"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7ff60e7216a0>]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "plt.plot(epoch_loss_values)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dEfFYtwgqy6i"
   },
   "source": [
    "# Visualise some validation results\n",
    "This section creates a set of previously unseen pairs of moving vs fixed hands,\n",
    "and use the network to predict the transformation between each pair."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Qgxi6nsQn1om",
    "outputId": "5c58700b-39c5-4435-a0b1-2d776e46c46b"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading dataset: 100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 500/500 [00:00<00:00, 1372.52it/s]\n"
     ]
    }
   ],
   "source": [
    "val_ds = CacheDataset(data=training_datadict[2000:2500], transform=train_transforms, cache_rate=1.0, num_workers=0)\n",
    "val_loader = DataLoader(val_ds, batch_size=16, num_workers=0)\n",
    "for batch_data in val_loader:\n",
    "    moving = batch_data[\"moving_hand\"].to(device)\n",
    "    fixed = batch_data[\"fixed_hand\"].to(device)\n",
    "    ddf = model(torch.cat((moving, fixed), dim=1))\n",
    "    pred_image = warp_layer(moving, ddf)\n",
    "    break\n",
    "\n",
    "fixed_image = fixed.detach().cpu().numpy()[:, 0]\n",
    "moving_image = moving.detach().cpu().numpy()[:, 0]\n",
    "pred_image = pred_image.detach().cpu().numpy()[:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 591
    },
    "id": "Sz-lwwv-oIZ6",
    "outputId": "b6583ea8-f5e8-418b-f369-ba8dcc851ffe"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk8AAAMsCAYAAABN0EYuAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/av/WaAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOy9ebhkVXku/tapU9OpM/UETTM0QiNNQ4OKV2wZRbkgTiQMolellUCuQaLeGHPNjQrGAMaptVED0aA2JiqDuSZBI0TwaiCTMhu0MdBIQ9Pd53T3GavqDOv3R//edd79nbV37TpTN7rf56mnqvZee++1917ft95vWGvlnHMOGTJkyJAhQ4YMGVKhbV9XIEOGDBkyZMiQ4fmEjDxlyJAhQ4YMGTK0gIw8ZciQIUOGDBkytICMPGXIkCFDhgwZMrSAjDxlyJAhQ4YMGTK0gIw8ZciQIUOGDBkytICMPGXIkCFDhgwZMrSAjDxlyJAhQ4YMGTK0gIw8ZciQIUOGDBkytIBfW/L05JNPIpfL4Stf+cqCX/uee+5BLpfDPffcs+DXzpBB8e///u94xStegWq1ilwuhwceeABXXXUVcrncgtflK1/5CnK5HJ588snEcvuqfhkyLDRCfcX69etx+OGH77M6WaTtz9LK968L2vd1BTJkyDA/GBsbw4UXXohyuYzPfOYz6OjowMqVK/d1tTJkyDAPuOaaa7BmzRqcd955+7oqvxHI/bqubeecQ71eR6FQQD6fX9BrT05OotFooFgsoq3t19a5l2E/x2OPPYZjjjkGf/mXf4nf+Z3f8dvHx8cxPj6Ocrm8oPX5yle+gne84x144oknEi3rfVW/DBkWGvfccw9e+cpX4u6778YZZ5wBYK/RMzk5iVKp1NK5Ojs7ccEFF8x5tCVUxxAmJiYwNjaGUqn0G+E5/rX1POVyuX2mfNva2jLFn2GfY/v27QCA3t7eyPb29na0t++/or+/1y9DBhrI86HnC4XCnJ9zIZDP5xfcUbEvMWduEeYp/OIXv8Bb3/pW9PT0YNmyZfjQhz4E5xx+9atf4Y1vfCO6u7uxfPlyfOpTn5p2ju3bt+PSSy/FgQceiHK5jBNOOAFf/epX/f6xsTEsXrwY73jHO6YdOzAwgHK5jPe///0AwjlP69evR2dnJ7Zu3YrzzjsPnZ2dWLZsGd7//vdjYmIicr6+vj687W1vQ3d3N3p7e3HJJZfgwQcfTJVHFYoRn3HGGTjuuOPw0EMP4fTTT0dHRwdWrVqFW2+9FQDwwx/+ECeddBIqlQqOPvpo3HXXXZFzbtmyBb/3e7+Ho48+GpVKBUuWLMGFF14YjC/zGpVKBYcccgg+9rGP4aabbgrGo7/73e/i1FNPRbVaRVdXF1772tfi0UcfTby/DPs/1q9fj9NPPx0AcOGFFyKXy3mr0eYUsW381V/9VeQc11xzDXK5HO644w6/7bHHHsMFF1yAxYsXo1wu46UvfSm+853vTLv+o48+ijPPPDPSBicnJ1PVPZTzlMvl8O53vxu33HIL1qxZg0qlgnXr1uHhhx8GANxwww1YtWoVyuUyzjjjjGnt/Ec/+hEuvPBCHHbYYSiVSjj00EPxvve9D6Ojo9Ouz2uUy2Ucd9xx+Pa3vx3MQ5mcnMSGDRtw7LHHolwu48ADD8Tv/u7vYteuXanuM8O+BdvZY489hosuugjd3d1YsmQJ3vOe96BWq0XKsv19/etfx7HHHotSqYTvfe97AICtW7fine98Jw488ECUSiUce+yx02QJAJ5++mmcd955qFarOOCAA/C+970P9Xp9Wrm4tvbZz34Wa9euRblcxrJly3DOOefgP/7jP3z9hoeH8dWvfhW5XA65XA7r16/3x891HUMI5TwdfvjheN3rXod77rkHL33pS1GpVLB27VrfN95+++3+nk488UTcf//9kXM+9NBDWL9+PY444giUy2UsX74c73znO9HX1zft+rxGuVzGkUceiRtuuCE2f/Lmm2/GiSeeiEqlgsWLF+Piiy/Gr371q1T36eHmCB/5yEccAPeiF73IvfnNb3Zf+MIX3Gtf+1oHwH360592Rx99tHvXu97lvvCFL7iTTz7ZAXA//OEP/fEjIyPumGOOcYVCwb3vfe9zn/vc59ypp57qALgNGzb4cu985ztdb2+vq9frket/9atfdQDcv//7vzvnnHviiSccAHfTTTf5Mpdccokrl8vu2GOPde985zvdF7/4RXf++ec7AO4LX/iCLzcxMeHWrVvn8vm8e/e73+2uv/56d9ZZZ7kTTjhh2jlDuPvuux0Ad/fdd/ttp59+uluxYoU79NBD3R/+4R+6jRs3ujVr1rh8Pu++8Y1vuOXLl7urrrrKbdiwwR188MGup6fHDQwM+ONvueUWd8IJJ7gPf/jD7sYbb3R//Md/7BYtWuRWrlzphoeHfbmnn37aLV682C1ZssRdffXV7pOf/KRbvXq1r/sTTzzhy37ta19zuVzOnXPOOW7jxo3u4x//uDv88MNdb29vpFyG5x/uvfde98d//McOgPv93/99t2nTJvf973/fOTclq4rXve51rqenxz311FPOOeceeughVywW3aWXXurLPPLII66np8etWbPGffzjH3fXX3+9O+2001wul3O33367L/fss8+6ZcuWuUWLFrmrrrrKfeITn3BHHXWUO/7446e1wRBC9QPgjj/+eHfooYe66667zl133XWup6fHHXbYYe766693a9ascZ/61Kfcn/zJn7hisehe+cpXRo6/8sor3bnnnuuuueYad8MNN7hLL73U5fN5d8EFF0TK/f3f/73L5XLu+OOPd5/+9Kfdhz70Ibdo0SJ33HHHuZUrV0bK/s7v/I5rb293l112mfuLv/gL90d/9EeuWq26//bf/ptrNBqJ95hh34PtbO3ate71r3+9u/76691b3/pWB8C97W1vi5QF4I455hi3bNkyd/XVV7vPf/7z7v7773fbtm1zhxxyiDv00EPdRz/6UffFL37RveENb3AA3Gc+8xl//MjIiHvhC1/oyuWy+8AHPuA2bNjgTjzxRC8T2ldccskl09ra+vXrHQD3mte8xm3YsMF98pOfdG984xvdxo0bnXPObdq0yZVKJXfqqae6TZs2uU2bNrl7773XOefmpY4h3HTTTdPke+XKle7oo492Bx10kLvqqqvcZz7zGXfwwQe7zs5Od/PNN7vDDjssIs+rVq1yExMT/vhPfvKT7tRTT3Uf/ehH3Y033uje8573uEql4l72spe5yclJX+6nP/2pK5VK7vDDD3fXXXed+7M/+zO3YsUK3+8pPvaxj7lcLufe9KY3uS984Qvu6quvdkuXLnWHH36427VrV+I9KuacPF1++eV+2/j4uDvkkENcLpdz1113nd++a9cuV6lU3CWXXOK3bdiwwQFwN998s9/WaDTcunXrXGdnpycS//iP/+gAuL/7u7+LXP/cc891RxxxhP8fR54AuI9+9KORY1/84he7E0880f+/7bbbppG2iYkJd+aZZ86KPAFwf/3Xf+23PfbYYw6Aa2trc//yL//it/Me9TojIyPTrnPfffc5AO5rX/ua33bllVe6XC7n7r//fr+tr6/PLV68ONKwBwcHXW9vr7vssssi59y2bZvr6emZtj3D8w9sh7fccktke4icPPvss27x4sXurLPOcvV63b34xS92hx12mNuzZ48v86pXvcqtXbvW1Wo1v21yctK94hWvcEcddZTf9t73vtcBcP/6r//qt23fvt319PTMijyVSqXIsTfccIMD4JYvXx4xND74wQ9Ou05Ifq699lqXy+Xcli1b/La1a9e6Qw45xA0ODvpt99xzjwMQ6dB+9KMfOQDu61//euSc3/ve94LbM+x/YDt7wxveENn+e7/3ew6Ae/DBB/026ulHH300UvbSSy91Bx10kNu5c2dk+8UXX+x6enp8u2P/9q1vfcuXGR4edqtWrWpKnn7wgx94I8hCCUS1Wo30qfNZxxDiyBMAT+Scm+rfKpVKRPYoz3qdkNz+zd/8jQPg/t//+39+2+tf/3rX0dHhtm7d6rdt3rzZtbe3R3TJk08+6fL5vPuzP/uzyDkffvhh197ePm17EuY8m1kTU/P5PF760pfCOYdLL73Ub+/t7cXRRx+N//qv//Lb7rjjDixfvhxvfvOb/bZCoYDf//3fx9DQEH74wx8CAM4880wsXboU3/zmN325Xbt24c4778Sb3vSmVHX8n//zf0b+n3rqqZG6fO9730OhUMBll13mt7W1teGKK65Idf44dHZ24uKLL/b/jz76aPT29uKYY47BSSed5Lfzt9apUqn432NjY+jr68OqVavQ29uLn/70p5G6r1u3Di960Yv8tsWLF+N//I//EanLnXfeid27d+PNb34zdu7c6T/5fB4nnXQS7r777lnda4bnF5YvX47Pf/7zuPPOO3HqqafigQcewF/91V+hu7sbANDf348f/OAHuOiiizA4OOjbS19fH84++2xs3rwZW7duBbBXll/+8pfjZS97mT//smXLprXBVvGqV70qEs6gnJx//vno6uqatj1OfoaHh7Fz50684hWvgHPOhwqeeeYZPPzww3j729+Ozs5OX/7000/H2rVrI3W55ZZb0NPTg7POOisiPyeeeCI6Ozsz+Xkewer1K6+8EgAi4WpgbztYs2aN/++cw2233YbXv/71cM5F2sHZZ5+NPXv2eN18xx134KCDDsIFF1zgj+/o6MDll1/etH633XYbcrkcPvKRj0zb1ywxe6HqmIQ1a9Zg3bp1/j/l88wzz8Rhhx02bXuc3NZqNezcuRMvf/nLAcDXe2JiAnfddRfOO+88rFixwpdftWoVXvOa10Tqcvvtt2NychIXXXRR5FksX74cRx11VEtyO+dZmfowAKCnpwflchlLly6dtl3jllu2bMFRRx01bXTaMccc4/cDe5NJzz//fPz1X/816vU6SqUSbr/9doyNjaUiT4wXKxYtWhTJU9iyZQsOOuggdHR0RMqtWrWq6fmTcMghh0xr7D09PTj00EOnbQMQqdPo6CiuvfZa3HTTTdi6dSucDJLcs2dPpO7aUOPqvnnzZgB7G3AI7DQz/Obg4osvxs0334x/+Id/wOWXX45XvepVft/jjz8O5xw+9KEP4UMf+lDw+O3bt+Pggw/Gli1bIsYAcfTRR8+qfiHdAiCV/Dz11FP48Ic/jO985zvTcpIoP9QxITlftWpVxEjZvHkz9uzZgwMOOCBYVybrZ9j/cdRRR0X+H3nkkWhra5uWN/eCF7wg8n/Hjh3YvXs3brzxRtx4443Bc7MdbNmyBatWrZqm/9PIxC9/+UusWLECixcvblrWYqHqmITZyG1/fz+uvvpqfOMb35gmU5Tb7du3Y3R0NFZuFZs3b4Zzbto7J1pJ1p9z8hTKto/LwFcC0Aouvvhi3HDDDfjud7+L8847D9/61rewevVqnHDCCTOq30Ih7tppns+VV16Jm266Ce9973uxbt069PT0IJfL4eKLL06diKvgMZs2bcLy5cun7c9GO/3moa+vzyeg/uxnP8Pk5KQ3Zthe3v/+9+Pss88OHj9b46IZZio/ExMTOOuss9Df348/+qM/wurVq1GtVrF161asX79+xvJzwAEH4Otf/3pwvzXQMjx/EOfNUS8IMCUTb33rW3HJJZcEjzn++OPntnItYn+o42z6vYsuugj33nsv/vAP/xAvetGL0NnZicnJSZxzzjkzlttcLofvfve7weurx7kZ9psecuXKlXjooYciChvYO7qH+4nTTjsNBx10EL75zW/ilFNOwQ9+8AP8n//zf+a0LnfffTdGRkYi3qfHH398zq7RKm699VZccsklkVGKtVoNu3fvjpRbuXJlsJ5225FHHgkAOOCAA/DqV7967iuc4XmHK664AoODg7j22mvxwQ9+EBs2bMD/+l//CwBwxBFHANhrmTVrLytXrvSeTcXPf/7zua90Cjz88MP4xS9+ga9+9at4+9vf7rffeeedkXLUMWnl56677sLJJ588rVPN8PzC5s2bI16lxx9/HJOTk01n+V62bBm6urowMTGRSiYeeeQROOci5CyNTBx55JH4x3/8R/T39yd6n0Kkb6HqOB/YtWsX/umf/glXX301PvzhD/vtVrcccMABKJfLqeXWOYcXvOAFeOELXzir+u03Mziee+652LZtWySXaXx8HBs3bkRnZ6cfdg3szT+64IIL8Hd/93fYtGkTxsfHU+c7pcHZZ5+NsbEx/OVf/qXfNjk5ic9//vNzdo1Wkc/np3nqNm7cOG2KhbPPPhv33XcfHnjgAb+tv79/moV89tlno7u7G9dccw3GxsamXW/Hjh1zV/kM+z1uvfVWfPOb38R1112H//2//zcuvvhi/Mmf/Al+8YtfANiroM444wzccMMNePbZZ6cdr+3l3HPPxb/8y7/g3/7t3yL747w08w1amCo/zjl89rOfjZRbsWIFjjvuOHzta1/D0NCQ3/7DH/7QT4lAXHTRRZiYmMCf/umfTrve+Pj4NKMmw/4Lq9c3btwIANPyZSzy+TzOP/983HbbbXjkkUem7bcy8cwzz/ipaQBgZGQkNpSmOP/88+Gcw9VXXz1tn7bparU6rd0tVB3nAyG5BYANGzZMK/fqV78af/u3f4tnnnnGb3/88cfx3e9+N1L2t3/7t5HP53H11VdPO69zLjgFQhz2G8/T5ZdfjhtuuAHr16/HT37yExx++OG49dZb8c///M/YsGFDJCEUAN70pjdh48aN+MhHPoK1a9f63Ki5wHnnnYeXvexl+IM/+AM8/vjjWL16Nb7zne+gv78fQPMkvfnA6173OmzatAk9PT1Ys2YN7rvvPtx1111YsmRJpNwHPvAB3HzzzTjrrLNw5ZVXolqt4ktf+hIOO+ww9Pf3+7p3d3fji1/8It72trfhJS95CS6++GIsW7YMTz31FP7hH/4BJ598Mq6//voFv88MC4/t27fjXe96F175ylfi3e9+NwDg+uuvx913343169fjxz/+Mdra2vD5z38ep5xyCtauXYvLLrsMRxxxBJ577jncd999ePrpp/Hggw8C2NsGN23ahHPOOQfvec97UK1WceONN3rv8kJj9erVOPLII/H+978fW7duRXd3N2677bbgfEzXXHMN3vjGN+Lkk0/GO97xDuzatQvXX389jjvuuAihOv300/G7v/u7uPbaa/HAAw/gv//3/45CoYDNmzfjlltuwWc/+9lI4m2G/RdPPPEE3vCGN+Ccc87Bfffdh5tvvhlvectbUqWBXHfddbj77rtx0kkn4bLLLsOaNWvQ39+Pn/70p7jrrrt8n3HZZZfh+uuvx9vf/nb85Cc/wUEHHYRNmzZNy6sN4ZWvfCXe9ra34XOf+xw2b97sQ1Y/+tGPIjJ74okn4q677sKnP/1prFixAi94wQtw0kknLUgd5wPd3d047bTT8Od//ucYGxvDwQcfjO9///t44oknppW96qqr8P3vfx8nn3wy3vWud2FiYsLLrToSjjzySHzsYx/DBz/4QTz55JM477zz0NXVhSeeeALf/va3cfnll/u5Ipsi9bi8JuCwzx07dkS2X3LJJa5arU4rf/rpp7tjjz02su25555z73jHO9zSpUtdsVh0a9eujZ0WYHJy0h166KEOgPvYxz42bX/cVAWhuoSGRu/YscO95S1vcV1dXa6np8etX7/e/fM//7MD4L7xjW/EPQbnXPxUBfZ+nds7lPO1r33ttO0A3BVXXOH/79q1yz+bzs5Od/bZZ7vHHnvMrVy5ctrw1Pvvv9+deuqprlQquUMOOcRde+217nOf+5wD4LZt2zatrmeffbbr6elx5XLZHXnkkW79+vXuP/7jPxLvMcP+j7RTFfz2b/+26+rqck8++WSk3P/9v//XAXAf//jH/bZf/vKX7u1vf7tbvny5KxQK7uCDD3ave93r3K233ho59qGHHnKnn366K5fL7uCDD3Z/+qd/6r785S/PaqoClQfnpmT8E5/4RNP7/tnPfuZe/epXu87OTrd06VJ32WWXuQcffDA49cg3vvENt3r1alcqldxxxx3nvvOd77jzzz/frV69elpdb7zxRnfiiSe6SqXiurq63Nq1a90HPvAB98wzzyTeY4Z9D7azn/3sZ+6CCy5wXV1dbtGiRe7d7363Gx0djZQNtT/iueeec1dccYU79NBDXaFQcMuXL3evetWr3I033hgpt2XLFveGN7zBdXR0uKVLl7r3vOc9fmqLZvM8jY+Pu0984hNu9erVrlgsumXLlrnXvOY17ic/+Ykv89hjj7nTTjvNVSoVByDSL8x1HUOIm6ogTf/mXFien376afdbv/Vbrre31/X09LgLL7zQPfPMMw6A+8hHPhI5/p/+6Z/ci1/8YlcsFt2RRx7pvvSlL7k/+IM/cOVyedr1b7vtNnfKKae4arXqqtWqW716tbviiivcz3/+88R7VPzarm03H/jbv/1b/NZv/RZ+/OMf4+STT97X1WkJ733ve3HDDTdgaGjoN2oK/QwZ5gIvetGLsGzZsml5Uhmev7jqqqtw9dVXY8eOHdNGg2f49cB5552HRx99NJiDOVvsNzlP+xvssg0TExPYuHEjuru78ZKXvGQf1SodbN37+vqwadMmnHLKKRlxypAhAWNjYxgfH49su+eee/Dggw8mLoqaIUOGfQvb723evBl33HHHvMntfpPztL/hyiuvxOjoKNatW4d6vY7bb78d9957L6655pr9fnTNunXrcMYZZ+CYY47Bc889hy9/+csYGBiInZ8nQ4YMe7F161a8+tWvxlvf+lasWLECjz32GP7iL/4Cy5cvnza5boYMGfYfHHHEEX4dvC1btuCLX/wiisUiPvCBD8zL9TLyFIMzzzwTn/rUp/D3f//3qNVqWLVqFTZu3OiT8/ZnnHvuubj11ltx4403IpfL4SUveQm+/OUv47TTTtvXVcuQYb/GokWLcOKJJ+JLX/oSduzYgWq1ite+9rW47rrrpg3OyJAhw/6Dc845B3/zN3+Dbdu2oVQqYd26dbjmmmtiJ8ScLbKcpwwZMmTIkCFDhhaQ5TxlyJAhQ4YMGTK0gIw8ZciQIUOGDBkytICMPGXIkCFDhgwZMrSA1Anjvb29kf9MldJvZ9bECZXV/blcbtqSCfrNsjy3Hpd0jbgydru9vj0+l8tF1tlLAs9rzx+qi/0/OTkZqUc+n/dTCug52tvbUSwWfbnFixfjuOOOQ1dXF5YvX45SqYRisYhisYhDDjkEuVwODz30EIaGhnDSSSfhoIMOwrJly1CpVHDrrbfi3nvvxX/+53/i8ccfR6lUQrlcxuTkpF9fUKc1YD2q1SqOPvpoFItFfOtb30r1bDK0hp6enmlylQQukGllxMqEhcpXs2s1kz/dZxcT5nZ+7HlD5w6Vb1YHK296POuidaM+yuVyKBQKKBQKkfrr9+TkJCYmJpDL5ZDP5/1x+Xwe5XIZuVwOY2NjmJiYwPj4OCYnJ1EsFpHP5zE2NublyjmH8fFxjI+Po62tzS/AzfflnEOxWMSSJUuwevVqfOhDH8LSpUuzZPV5gl25Ig5JMhLXj8XJSVI/l7YecQj1P6HjVEba2toSzxuSq6Rr2fry09bWhra2toiMUYbYr7W1taGnpwcvfOEL0dXVhZUrV/q+qVwu45BDDkFbWxseeeQRjIyM4KSTTsLy5cvR3t6OXC6Hb3/727jvvvuwZcsWbN26Fe3t7SgUCr4urANRLpexdOlSVCoVLFq0CO3t7an7tTkfbWcJUohkJTWWucpfjyNyrV4rzXnmE0mEdGJiAvV6Hfl8HsPDw2g0GigWi6hUKpiYmEA+n8fExAQmJiYwMjKCwcFBFItFNBoN1Go1r+RDnVqzOmWYP8xELqx8heSOaKaslVTM9F2H6qPf9vrN9ofK2ftJW6+468fVGUBE8ZPwcLvWQwmRkqy49xG6n1C5DPsOaWUv9LvVvqMZ8Zor7Ot+LYQ0BlFSWZVhNdxmct00SE2ekhoIEK1sSEE1a1Rx5fgdZ52mqbMlc0meK/s79N+e03YOcduSzpG03XqlaL0ODg7iP//zPz17b29vR1dXF3p7e9HT04Ouri4MDAygr68P9957LwqFAjo7O1EsFvGzn/0MzzzzDOr1OsrlcuLkmXoPk5OTGBsb2+8E79cRIY+SIs77CyR7ntLIX9q2GaoT6x1X/yTdEFcmVFeWiyNoSceGnhU9S9bz6pxDpVLBsmXLUCgUUC6X4ZzD0NAQxsfH/TcAFAoFHHTQQejo6EBfXx+Gh4cxOTmJ8fHxVO9L5ayVDiDDzNDKM05DaJvJWrN+Lu64OHlNksdmxlGzcrNF2vOGiBGjL9aw5/tiGRo0ExMTXs4mJiaC544jZzxHq5gRedL/cS88iYw029aMvIQsw9C5ZrrP/o4jW6EGnWZbK3VK6ggmJiYwMDDgf+fzeTQaDUxOTqLRaPgwwsTEBIaGhpDL5VCr1VAoFDA4OIh6vY6JiYnUjSdT7AuDZoo1VJYdbxo5bUYs+DttOCFNZ5KGzDSrn0Uz4pR0TX70HrUudnt7ezt6e3tRKpXQ1dUF5xyq1SoajQby+Tzq9TrGx8eRz+exZMkS9PT0YHJy0oftarVa6mdn38N8dW4Z0iPOkAfSeXLjztWsbFovcVrsy7bUSh/D58xQt/1tSZXdvxCYM/KUVOm0N5O2UbViXca5+Js1Oj1Wy4a8WM1IU+j6cdfkdxw5ZSPhdWnRUnGTeddqNVQqFXR0dMA5hwMOOAAdHR0+vr1nzx7s2rXL53Okbdhk95nnaf5g330cUU0jg2ms2rhz2eOIJM9oXLkkY6rZ/7hzt0qcrDfO1snmaAHwIe9ly5bhpJNOwgEHHIDVq1ejVCqhra0N9XodTz75JAYGBvDII4+gVqvh3HPPxWGHHYZf/vKX2LFjB+68806/srsSN62D6ppQZ5FhftDKsw21mSQPb7NrtmKUpAll6/60UZm4vk2v24pcNbu2JT2hY8bHxzEyMoJcLoddu3ahVCqhs7MTlUoFY2NjPvoCwOci8sN8wlZIJb3MafObiRmTp2blZsqG07DxpGuFFHFofzPPVehcoWOSztGqVWCvGyKB6rZUJashB21QbW1tKBaL6O3t9cmRExMTKJVKviEnKWgrWLxe5nmaP4TkoZkM2M446VyteIGS5D5Nx9FMVlq9pl43LXEKXTOu3vY50jDJ5XLo7u7G4sWLsWLFCpTLZa/Mi8Uidu/ejeeeew6Dg4M49NBDceSRR2JychIdHR3o7OyMfd7NdIQdTJJhbhHS8c3KtdJW05zDlokz0NOcu5UoRxqZiSubVOdQvZLqYK83MTHhPbrDw8PeMZDL5bwssg8aGxvzERQlTgshMy2TpxARSau0m5079F+ZaisMv5WHFxcus/viXrjdF0fmkhqf/Y7zBum1c7mpuC9jxDqqZ3JyEiMjI6jVali0aBFWrFiBer2Oer2OUqnkG2razorlx8bGEstnmBvYnKEkRdSKAZKGOKUl/UquQ9ZsGoSMhLhzpCVONuxGj2uos7RlWaatrc3nCe7Zswe33XYbKpUKDjzwQJRKJXR3d6NareKEE05AoVBAvV5HrVZDf38/tm/f7q1kqzPs/dl3QzlTOc6wMAjp66SySYZ70rn1v54jSefPBK2SmrSRGVumFQJl+1Hb/mu1Gp5++mm0tbVhy5YtKJfLWLZsGXp6erBkyRJ0dHSgv78fQ0ND+Ld/+zeUSiW/oPcvfvEL7N69G41Gw4+eTQOVubRoebRdEhMOKaZmja/ZNn0pca7LEHtNU68kV2ioXmm8VbbOof9x9eI2VeAh5a7Pw472AaKuzEajgUajgUqlgp6eHoyMjKBQKERcn60y9czzNP8IEWp+27Zl32Na+UzaH/e7mRXKMvbYtEo5VMckIyXpO+014upD+Wpra0OtVsPPf/5z5PN5PP744ygUCliyZAmWLFmCI444At3d3RgfH8fY2BiGhoYwMDCAer2eKFtpDMxWZTPD3CHUj8TJZSvnsdvS9A+tkAA9JmRI2PJJhkerfV2zsnG6Q2V2YmICg4OD/jenMRgfH8fo6Cja29tRr9cxMjKCRqMBAGg0GhgfH0d/fz9qtZo/f9o+W6foSYsZTVWQRuhnWi7N/lDDtQrTKu1WXKHNGnYaBW3L0/oN3U+o/sBULJaNgInd2giVMAFTDezRRx9FtVrFwMAA2tvb0dnZiWXLlmF0dBT1eh3d3d0+b0O9VZa8ad3UKm7Fs5ChNSQRJ343a79pDYNmhkZS3UJ1iFP4IWWZpk5x3txmx6dR+iE9Yts/jZBcLodisQjnnDdAOjs7vcU7NjbmPU7/+q//ip///OfYs2cPhoeH8dRTT6XOK9T6ZDlP+w/S9mVJ+1vtA9Ne07arkKezWX2T5CvJMAn9j7uGtmXrebLpKOp1VUOdobmuri4Ui0UsWrQIpVLJj2zduXMn+vv7E+/X1onXGhsbm3/ypBeP+53WnTlTxZDE/NNYlpZctVqfmShw2/iaNXolTNbLZIdTa4inXq/jmWeeQblcRltbG6rVKorFIjo7O/2UBqVSyU8sFqek4+4hI0/zj2YW7lySotnKYJr9aby9cXLBfa2GAtOUb/Zc2N4ZFufcajosmp7e0dFRDA4OYsuWLdi+fTt27dqF4eFh9Pf3J94bt8fp08zL+5uHpP5NkWRcNJMnu69ZnzUTQybNPcQdE+qTaMyUy2UUCgUsW7YMHR0d3jhhqK4V7xkJWqtyNuOcp5Cgxz2kVrw0aa6tDyd0Xbs/VEc+VDtJ5GxIQTMil+Y52LoocYqbUsB6jcbHx/Hss88in8+jt7cXExMTeOyxx7yVPD4+jp07d/rkO86EHGdF6LnJ1DmvTYa5R1riE2rTcUox7bVCSHuuJISOiztvkoWb1iK214jrGNierV5Ta5gzFNfrdf+/WCyivb3dT0UwMTGBgw46CF1dXTjllFNw4IEH4uGHH8bWrVtRr9fR19fXklUbsrozzD1aac+hDn0ujMjQOZoZG0keHv22/UlaL1Qa478Z4jiC9mtxoTWmlTCnl0bM4OCgj5bk83ksWrQIvb29GBwcxOjoKNra2iL5gtbbrdfjOfnd6ijyGeU8Jf3X7bbisyFQiiSPDf/bjl/rapWmDYnFsfZmytzCNhjdHvIyJd2vJU5xDRvY69rcs2cPAKC9vR3t7e341a9+FXGFDgwMeO8VPVB63qRn2EoIIsPMMFtZmQuLMGRQJBlIac6pbX6mFmnIEk5S9s0MvjgLnQqaHidODktjo729HW1tbd4DtXjxYixatAgvf/nLccQRRwAAisUi/vM//7Ple7WTDmfYt2jlHbTStuOIk36HSFRIJuOcGGl0Qah8qJ9KkrPQtUPl2J/xnKF7s0QK2CsTtVoNxWLR91ucFLpSqaBYLHqHSCvvi5GUViMqc7I8S8i9Nhdgp07ioPk/cURCGx7d6TrDbxz5IwPl/1B+Ec9rG65V0vbcSaTHnoe/WXfnXGQuJrJw/ldCFGrAw8PDmJiYwE9/+lM8/vjjfvu2bduwZ88ePyTUWlUhS0dZe4b5QzNlGHfMXL+XOGsxbZ2S2kqrdQ0p8DSWcBLZ0/vT8LjepyriUqkUOe/o6KhPDnfOYdu2bT58RwNl586d/n+aEX+27tlUBfOLVp7tXMuYLvdj81ubeZb4m95J7d9CdQy1o2bOAl4jrl+z57Hn1P32W/t129dqWXqFRkdHAQBPP/00qtUqli9fjkKhgFKphI6ODpTLZZ/Dm6SjrOeJ5ZxzLUdTZjzPU5ywN/OgtMLI6bIrFAqeaYYaGL/tg+M8EMxTUJKhC4TaD88Z8rxYD5D1RoWOaSYQFnoslS6/7Tk4FT2fvXXzM0H8kUceiRBQXmNychLt7e0+lpxWQWQKfX7RKnFKQiuEpxmatWG7P87rM1PPZZLHKQ1RSzJkdCFgHdzB+dJInthRjY6O+tn6nXN+egLqmqGhIezcuRMjIyMtdbwqm/zOsG8R137TkIu4beyH6MnkKOg0Kz6wXdDryZUlLEmybUmvHbqfZtviYJ9HnIwrcdJUlDjPGuvNuZy2bt2KarWK3t5edHd3+7VcS6WSD6XHEbG450iPk/KCNJix5ylOuScpRvtS4/bzeD6MSqXiV0e2i3IqySIx4Lk40/b4+HikcfEaLEP3vCaAqvIMNci433r/aRpk3LPUcylxinu2cde069CFiCYwNb2BWi/qcdBjde2gDPOHZvISKjsbYqJQJa7KDmhOoNh2xsbGphkCtr4Waby3oevZ4+3ziDuPtm21hPnRc1MPaJL4yMgIHnjgAT+b/+LFi70F3NHR4Zd0sV4BrVeSLpxrb0eG1pCk69PIQRIYEmbHz0E8oT5ODV9gSl9zWSAdxKBth22V+0O5QLaNxRkjzfoe+2zirmNz+Ww/ZL1Dep+5XA6NRgM7d+6Ecw6/+MUv0N/fjy1btmDHjh3eUAnlCId0g/5u1cs7Z1MVpFXuacuSkXMtqVKphHK57BsWy+RyOZ/AyTwENiyuKcVv51ykcbGxkZwoyWIZjYdaBUjwRVuvVYjshBpU3PPR8+l5LZQxW3LECS1t2JJevNDkmqwD60rPF5FZwguHNMJs29BcECgqcTsJa4hMh+rCJRbi2tV8IY6I2GdjlaoaX/zWdq/KdXx83CemDg8P49/+7d9QLBbxmte8BitWrEClUkEul0O1WsXixYv9FAeh9xQHO31Ihn2LZu8s5ERIAtsXnQPlchnVatU7CHShdsoiy5NQcFoayhpJBq9PA4bGLgcLaYqH1eXW2ND6hsh+M0eBPQ+vrZMzJxE5/uZ8TvV6He3t7Xjuuef8ovbd3d3Yvn07BgYGMDQ05M+p6Si2P9a+3PazaTHrhPG4MnHsNen4kELL5XKRjl7davxfKpVQKpVQKBRQKBT8AxkfH0exWPRuTSq+kLuTL9S6P+18E6F99iXwPvXl8Z60scUJZIi1x1nM9ndco7VWtLJy7dziSJ+ePyNPC4s0hkeSXLViuAB72wANF8oVFbhVeJRLIDrXGGUvlG/I9lar1SLhYsp8nIIO3YO2az1OrXSeI+7e1djSELmti3pcqUsA+I7tmWeeQaPRwB133IGlS5fi5z//uV+yhSEZ7YTUOo4jSdmIu/0Xcbo2LUIknn0a+zmG8xiFUSJOGRsfH0epVPJtmMRqcnLSTx6Zy+X8fGTab1mSrvJt9Uact0ifhd0W+s/zqBcs1D+FnhfL9PX1eeJYLpcxNDSEer2OPXv2+HvX64beUbP6NsOch+3iKtNKxdRNSaVNAsVhwwD8/kql4rPtNalTyRAVNB/syMhIhLmXy+UIM6dSZ93ZeMbGxnwD1cUI7XIKSkKsR0qtirjnEudhSmL63B7yQOg1tW7WIraxaHsNtbwz7FukkcFQ+TRgGKq7uxuVSsUbJpQNthEmbbLda6icnifmK7AN0nLu7+/3ywXpOe2SQbatcp+GNFQhq+EVUsghWaEM07rXOdRYjvqAckGvLkf5bN68Gf/1X/+F+++/35+jra0Ng4ODvgyNNJ5H6xTqbFivDPsn4kh+EqliO9C0Ew2T8zfbULlc9gnR5XLZX4eeJu3n2DexX+M3SVaj0fD9lg6o0m3NPMWthO9D/ylLlIWQwR6KtvA3p+LJ5XLYsmVLsD+jHmhF57UqZ3My2i6E2bBxgsSEXiM+bGutaSK5VXiq5Ll9cnIShUIB4+PjaG9vjzQqJU+heyCTJ4tnvJms31raoTiqHRnXLAxiG89MQzLNiFeSKzNkmWTYd0jrAW6lPJFE0lW50yJmmAqYWk5hfHwchULBy4X1+k5OTqKzsxOlUsnnM7CeqsQ1bKZ10LJaRyVo1hqOI5ssp8rWkpyk56MjX9va2nyeIXWSereB6fOy2WdtO1A1fDI8f9Cs82b75hqIDLnpIKH29naMjY35dkDD1Q5uUO8vZU/Dy0xLoWzaSIqOSrdySjmwsqieN9uGmzlVrDFkPU88D7fb61Bf8DuUeB4X+rZ9qDo7WsGMyZPeTFrFHFJkSftp2Q0PD6NQKHi3unqhdPE/fRFKpvL5PCqVig/xOefQaDQwNjaGwcFBjI2NeU+UHXGm3iI2RDJ+rq3DY0msNA6t5ElH+On9Kimyz8CWsaw/yULQ5xpHvKw71v62bD7zOD0/0Krxom1DFTIJCkN2lAV6ecvlMjo7O315VcA6ymxychKDg4NePkiynHORpFdaztbLSyVp5YMhCc3NAuAJm46+CT2X0HZ7LSVXKoNWFkMkC5gKbaqXy1r4ahBq4rpNIM6w/8OS8DhZ1KRvtod6ve5DdJqGoiSdEZdcLufnPOI35yRjrm+lUsHY2Bg6Ojq8XNK418gKZWx8fNx7jlUuQzm/to+0fUMzAsVnYM+lz9ESG+v15fHWa6fntOTL9oX6LFrBgkllSLHEWYD8TSXGBsHf6tFRdz1fvia4Ml9DR+rlcjk//QFZOokRX4r1PLFDYSPnNcbGxjybp7In0eN5bM6HWpxW0CwsQU1S/tbTEOfdsqxbreI4K5sfLu2SeZ5+/aDtRL2+uo2hBCoqtntVnFSk5XIZACJ5RCFvL5Ukt7Mt05ixoXK1lLX9W7IfJytpYOUkzvBIMiKVGIU80HqOOKOG95nh+YO0XmG+V/YV6n1Rj5DKA+VEHQiazqJEnfKkHig1TkJ5vY1GA8ViEY1Gwx/PqWx0RJ9tz82M99DzieuT4o6x8pjUr4W8WHHvQVMKWsGCkKdQxxz3oHV7rVZDLpeLKFxtONa1TZKkpElnHi0Wi347c6NsUisbBpNZ1W1p66l1ZdyZSWu1Wg39/f1oNBreE0UGz/MqebLWbOgaQHh0ROjbPnu7LeSts0ROrV8Nf3Z1dWWhhOcR4ki5/a/EQ+dFo0GgcqZhbuecz4dSy7harXpvLzCVV7Rnzx7U63UMDg56b23IUme96eWt1WoYGhpCo9Hwk78CiMionejOKt1mzybkDU77TOMQCtOFcgq1PAkjPxmev7D9nnoguY9yQG8TZSifz2N0dNT3baVSyXt+C4UCOjo6Isnk1NelUgmTk5M+kbxWq3lyxP7ODoBgtIcG0ejoaCQqMzQ05KM1OgiLsLm9cV6ekFESJwsqM5YQWY+U7dO4PU0Ob6ueemABPU9A/KiyuLJUxnzJZOY6GkZDdNqA2LiAKYuZseX29na/aC7rwbCEWonsHOz8Gupq5Mshe6WXjJ0JZ/BWTxTvKcTctQEmsXl9nvY8PF6fc+ijRE2fJV3CvB8+Uz7Xnp6eLHz3awhVUur11f2qzEiw6MnVhGt+tK1RthhCd855EhZnpOj52A7VKubxahUD0STzkOemGaFKUupWoYes4GYIJbSH6sDrZdj/0YyoA8mj2DSMRm8P+w72X+oJYltnCJzlScCAqVGn5XLZy6eSJ5Vp55z3JlN22ZfV63W0tbV5BwCvHZdXpA6BmUYpQpGUZs/Y9onaj5I32Hu210qLBSFPoYolKRpl5vxPl7+da0bd3up9IkvnBJscLrx7926USiX09vaiWCyio6Mjsk4VX7gO/WRYIpfbO28S55wApoaSqpu9q6sLY2NjWLp0KcbGxtDX1+cXB63X694TZa0Amwulz4rb7NDs0DPWZ8t66yzt2iHxntk5qXVDC6hcLkfCoD09PZnn6XmENEpdyzq3d/ZsVZ7lctnPpUYlakMHagHTo6sjhPjNudjo5dURQuplUdJDQsdcRZYdHh5GrVZDX18fGo2Gn+2bnQetSiVxIWtYn5OSvdCz0f9EnIGiypvlNTfLXl/PleH5h6S+Tv8raVIiol4S61VRYsRpRDg31OjoqDdsqaO1L2QIndeip0tHldtBGtxGLxOnA6Cs7dmzx8ugnfaHsIng+pxCXmb7HEMEKu7ZhkiRfd65XC5C9mZjmOyzTMRWFbrGf+0D43+d7JEPiMoagGfmVOqMBVP5A1MWIa/F7Tr/hiZ+a2KtKkyWJ9kqlUr+m9YEvVS0nnk/IVhPkv22nQNJppImDXnaSRApaEwEtuQJmJqsjQnCGZ4/aFVJULHQU6p5GargtV3Rw0v545puVPZWfmh0qLc3RGhU8VFeaYmzDrVazXu/4kbKJsmW3RdSrFbhxin8uGdp7wOIznmj4HOarYLPsH/ChpjYqXNbiCSE8nzZh1Du6IHi/Gwqa+rt1ERrHqv9rI20UEbz+bxPT1HPL0eax0VUQgjJu+6z223ZJE9UiJhR16gjgn3hTLBPyFMz1knoC9Tv0AtRa5FEgkq7WCyis7PT52q0t7f7dam6u7tRKpVwwAEH+Aanw52VUHB0EADvkWIuE7dzun2tZ09PD8bHx7F06VI0Gg3s3r3bW8k6ai/kSrUuUT47DbNpaI2zsPO7UqlEvEc6E7t63DRfjOeiwKmVzJGLmWX8/EfcO9T2xnZJt71VZurt5XxQ/GauBvMOKWPVajUSHlbPlA68IBqNhl9NXfMdmX/RaDTQ09ODer2O3bt3o1arYefOnWg0Gj6kznprxxDKg1Dvr50GwT43q8eSSA5lmQm/Sk5pqKghpiOnbB5Xhv0Ds9WB1sNoR2CGPJs0iqmzR0ZGUCwW/Si9RqOBQqGAWq3mIyxcpUOnvaDRod5RYGqCWyAaRmS4fXJyEr29vWg0Gti1axdqtRp27Njhcxi5tqMd2BGKNFnvGpEkR5obTDlRx4Uea401dabwGZIbzAT7hDylbXRxIb2Qm9u67Ow+tZB1tmSG5KhobQjOkhSe07rlQ2E3ZcYMUWguFDBlETAcYee4iXND6tBsJgiS2PBbc7tIpuxHE8G1I2Qjo5ACU5YOvQgZnt9I4/21lq5aytzG7SQqAHyInTLDsBytZLZ7m7PIawKY1rFoWYbl2M5pdTNfg8SN17aypF4g1R/22ViCpLD740IKStaoAzTHUvO5aLxUq9WIzGZ4fiAprJQGzYi4lUUmbTMhnN5XGvD0ztIja8PWOrQfiBoUOrJdR8VSVjmQhF5fzZWiEWTzGNM8j9AztAaPkii9H3uMTRanfPEemHQfJ+NJmDepnA0r10Qz+1DiyESIwTcaDZ+wPTIy4hPfisUiAPg8jomJCezatQvFYtF7pLRxKdvndemRYhkdlTAyMuLrosNIOzo6MDk5iSVLlmB8fBzDw8MYGxvzI4hsHNoOB9XGbkNrdmVuNmJ2Uhq+05GKem9xH1Xe+XweHR0dGXnazxHnDrdotj9pmLwaDlw/km2pVCp55cpRRPTkDg0NoVQqYfny5ZGcQ7r+SRrYnjX3kKNgqah7enrgnMOiRYswPj6O3t5en29ID1StVvOySZmz3pyQsg2FzZRM8jjKgpU5a3jxGsVi0YfCAfj/fA7FYhG9vb04/PDDccABB6C3tzfxHWXYN1CSz3ag35Y8h6Ilejz3h4xmu5/9BI2Uer2OQqGARqPhDWZGUrSv4DQzarCwz9C0F50wWpcs431MTu6d5JYyp54ojqZVWaP3NxRJ0edh5VDrqf0f+yR1AOhz53H0VqujQfvtQqGAarU67Z2mwYKaNCEXXWg/EZfcmYY8sbHpyDlaxtYdybwjAN4i5EuiW53XUwFRAkKrko3FxpV5bn6zjrQMSJ7spIAqPJrwbcmTkiatE+urYQElT6GGF0ee2OAyz9PzByGLajaGTdx5KGMKjoCjt5VESJO57ZwzwFQuAgcwqAeYHYe66lW+dC4b5hmy/XI7LWjVJbbt2/sL/baK2hoqqrDVwudyG7xXJvRSLkulEnp6etDZ2RkZNZxh/4WSJg0LNTsGmL6OmyUaITmzXtTQSDp6f2jcqzMAmBpJq+3UhpO1L9PEcrZnyjb7PQ4UYZtln2ZnNbeyx+ehfauNftj/cSSK/9kvaoqKep64jZ6nJEMxhHlfnkUfiLJHS4riXG62PIBp7NWyfXXL60tj7g8tPV2sk1ZvW9vURH6a0K0sldayujUrlQp6enoiHq9du3ZF8jf4gqk4OXy0Wq36RqYLN1ryo/lI+ky0nBIdfZbK2OPIExueltX3xnuoVqtz1gFnmB+EYv8hT24IIZlTmdLwtO5Xq7Ver2PHjh3I5/Pe08S2z9zBvr4+DA8P+xFDCrZRDRlXKhV0dnZGJvDcvXu3r08+n8eSJUvgnENXVxfGx8exaNEijI2NYWBgwH9zPT0qde1sNOlVw2p2AIXmFWo+IfMorL5TeVOvNffTG84Ug66uLhx44IHeo5xh/4PqaKZO8NvqTYUlTZY86QzgoXCwpomwb6Hu50hXkgaW0bxaO3iIZF+npCHY/+nKADp7PzDVj3V1dWFiYsLnITKnV2VN54ajzrCkR58do0A2DzcukmKNfr1PdXbwOYZylNNiXshTyCuk3hBl5raTt8cAUw+U29UrY0mGkicdXce5MuyH1ySr1jmlWBcgOr+TKnbbABiaYDIfvVc8pxUqEiVNZuc29RLxnBqvtc84ZO3Y569WsFrHNlyhDVPfFzuPzPP0/ID1jqjMNSuvZS05CnmENe/PuanJ55hXqJYnyQ8w5e1VGVLDiEYKSQa9x1Su6uElCVNr3OY11mo11Gq1iFWsORqq3JU0sXNknlW1Wo0MyrChc+uZVkOIZEnDB6oLqtWqP28ma/s31DmgoTF9x7Y8MDUHExAlUJq6QfJE+dEy7He0rarcch/bdC4XnTNRR9jpdVTfqwzFpZNoP82+mZ6uer3ul4qhnFlPc8hrx281RCx50v7RHqfbQ3IITJFfNVxawazIUygkEMrRsXMusfMlA9QGpIrexjkJemeUzGgD1RE7HAnHMBetXB1Vp/VV8kDWC8An5HFUQbVaRU9Pj18YFZgiXkrOxsfH/YysNtzA48rlMiYnJyONjIm1fH6M3fKjdQMwrUGHQgqWoeuzDSl7vb4+F13ZO8P+C1Xo2sGrcgXCISkriyHyxHKqpEmaaKG2tbVFRrySgOTzeZ9LQYNBdQLzpOghprdKw/Dd3d1YsmRJZM4Z5htyIs7Ozk4459Dd3Z2YX6iGmCpfGwpXa1iNj1BIIWSU6LkJ9bABe/VHZ2enHymVhe3mD3F6LCkvxxIHepuY5M+R3Xyn2nepEarTB+RyuYhhoV5Q9oNs/2y/NAa0Htq/WUNJ70nTVdgm2TdrCgiPm5ycRE9PDxqNhvfijo6OApjK9eO6sZwjsaOjw09roH221TEqQxr9UP1jjT8bHdH9IZmzfR7fhXp9W8W85zzpi6FLkUPdtXGpFWsndFQFDkzlLvClsqFSseqklmoJ80FZN17IC2brpBOZMUmvo6MjEt6zHQqZO4kT573R58L7tPkeGjrkc+MzVA8Un4udYt4+S32mtlFZ4hRHnrh9po0tw8LCyp41XFSxqhJWaPsGpixelQ0NX2vOBVeJZ3hLlTqACNHSfClaybwOvT6WPLH9akcyPDwcqTeJXS6X8x0F56hRK1jvRQ0UtWqtt02flyVT/Kjij/MQa0cLwJNdzYPKsP/AEijthJkSopENa5zEhcl0BB29sjQq2L9pziDbNs+rcq7tjwg5OnhO9SrpPWkfQ3mo1+vI5aZSXbSdE+yfdU42G6Wx8mJ1Sqgftk4B62BRPRaSOUusbNiuFbRMnrTh6IuzL4XfbFTVatVbUiRPIUXCm2F4SF+IMm8N3bHR8nz0POkcTDqfisalLTvXEKE+TCp3XoMWbKlU8usLcfJIfdH5fN7HgnXWcj4bffHVatVbAywDwD8zzojOaylr1tFDlqFbS9o+e21YfAehc+j+DAuDJOUXV5blKEvVahXLli3z7d6SfD1eLU9V6lSu9OhaL6au4ciJ87iflriGnFUJUolR9oC98jY0NOQtWeY7LVmyJOItmpiYQLlcxkEHHYSxsTE/ys8+k46ODlQqFVQqFUxMTPgcEA2Ra6fD+lp51k7CEk31TNkOwsoYy+u9E+3t7ejt7c3WkNzHYB9g5SqurEYs2NcAmKZzGd4lyVLPE2VM9TkjN6wD+zXt3zQExW+9JtuRjeKo98kOttD52NSZwZGtzHViX8XnRGcAJ6JmREXD0jyvGvdKkuyzDslgM++u7edCUZcFIU9pGlAIqhzK5bJXhHpea70xxMDEbPX+aFI3wfPygdDTo0ugMHZrY6d6X2yAer/2N8vV6/WI+5/KmWVsw1V3Kb9tSI1lmI9Bq5hLXLBBczQOnykwndyFGpNV5tog7Tb7TnRbhoWBKm81VELb4o6jguro6IgkKrOceoFyuRy6u7sjHiIqPE58xxnzNXTc1tbmR9axHWu7Yyeh8heyDLUd0gKnMUQ5oOLlNtabipyyw/rwvCQn7e3tnnjp/ek9s+OjUtVnbI0IfQ/NyJPtuGxokO+BxiZDj/b9Zpg7xBn+SbKXpg+M68iBKa8oSRSJDUN0Vj50iSOSHLumo/Zv2t61PqEPZYT9qXqlaZjzXLwXGiB2BB6hfY9GLej80AiQ5gnyGJbT92HvQ/uzUATJPkNr7OlxC+Z54g3YhhUHmyRK96PtvO259aPQBsL/5XLZ51NpSIkkSvONeA0NX7Ge3KfWARsz66L3QwuYbsyBgQHfUdkGAcAP49TrAVNhDV6TpIyJrby/arWKxYsXo1wuo7u7e1q81hLROKVrFbJ9D6Hjks6XYW4RJ1NW3uLkTz2/tr3yOCoQO/BAQ8Ta7tUoYQ6T5iNRoXNwxuTkpF8fj4aNKi0lRfQwWwJPK5v/+/r6/MzJ9MrQuich6u3txeTkJEZGRiJyb70+HR0dkVUC1NtEkqahTtYlNNpQCZpV5iHL127T+wDgR/Uq6cywMEjq0+K8IfSAMl2EE7Ry+S/rBdGogw0vA1NT7VA+NRSouX+UtVA+bSh6AiDYRvV+dC40enI5OznlmGSkWq16MqSjVHlvdCbQwcC6WlkjOVQ50GT2OGKmxJT1t/cPRD28IeKlhksrmHHYrhUCpbkKfBhpLCqNkWpZ9YTQ0tMXwQejBEcX4bXWIBAlT2SjmvdApk2rFpiauZgeLiaVs4FbgsaXZkcbaFIv56ZhDgfPx+TZrq6u4BIXtlERlqyFiGqzdxA6LsO+Q8gaBsLCr6Rfy1jPCM9lR6foddRLQkLPsDU7EGAqL3BkZMQrU607r0elal32rB+AyBxPw8PDGB4eRmdnp/cMcbAFOxxORMuOQD1iSuA4eSc9yKrwmctIItnZ2ellP2SIKRHVjsnes4bNVXlrp6HWfSjpN8P+Cbb5XC7n2zX7R81RUu8THQmWIFsZZVtkH6BeIzoHONO4HqvnUk+0baOUXeoJzU+icQNE18fT+wIQqYPNR+JcbUxHYZtXHcKRq/QCaViez1efoX4r1Kmi5ZQ0WTI1U+NkThLG4zphbueDGx4ejoTeLIEBpoYbt7XtHVJs83SAKVbKh8CGyN9aF31Qeqz1svAYkiWGOUKWH+9J55vR++Qs5UzOZahEZ1nWhkFF2dXVhUql4i13Nk5N3GaHYdeXs52kbrfvRL/TvttQZ51h/wXfLy1inefFdvTaJkhmNJnVEjQ1hnicEoJcLheZJsQSCVp6zNcIDeJoa2uLTKKp16V1TI+RXpftn+fkM+B+end5zMjIiJ+1fHJy76zJHEXLUDxn+NZRefqMrbUbp4ytta+WMvWT9WJlxGnfIY2jQL2jXMUCmOrHtL1bbxM9VHZSVV5b8+40YqPtSMl3SP/bEel0CrAOvAcea6fqAODlg/VgTrKNyNDY572Q8LFMrVbzjgcaOuzzuru7I+RJ6xX3bvRjYT2/IQeDPX5BwnZpoBXiC6FnhvtDzE8Vh07oBUSnJKBnJ5/PT5vsTt2Xeg0bDtSHxWPYuKrVqle01rpUN2WtVvOTgnGYNBsIEBUirbc2dA5HZmhOGzJDgipM/GgnFurUtOOKa2StKmclnhn2HVrx+FL22O5UxtRLSxmhElMvlPUKxckx/6sytWComZ4tDbnrNXWOGJUpDpN2zkXmXtI6slNR4kTyRCOExlF7e7v39nKoOb281WoVS5cujTxvG17ks+bzSNqX9D7TbMuwf0FljEncDBPb/CO2G+23lDypwcL/wF6DnvMmUYbVWaB9qPYHrB8wFa6joW6n6tE+h0YWcw7pHCAx1PxiQiMcrL96T7XvZP06OjrQ2dmJjo6OaTm8cUa+6jz1MilU/uxvLR9yPrSCecl50krR8uU2uskBxJInTeTSvCMbotIG4Fx0iKc+KE3OUyZPaD6DjuJjHSyJUm8MlS1junR10hqwcVatm/V22aUYuIyD5m5x/TCSKnW1atyZ14mzii37tu8ujmxpvTMsPNJ6/tQTSi+t5uHFkad6ve4Vunp0bVKmzulEhNzi1musbVFH5dCjqsrWGhJqgFEeuKo8iReXWmAnRgJFkDR1d3f7kEGlUsHg4CCGh4e9zHV2dmLRokWRkKKVJfs+rNyF3leIVIX22TIZkdo3aCZvaqjqwu7q1bVeRU3IVu+S9k00YHRS2EKh4PMI2QbtyHSVHyDqLaU80FDXskp+KGs6Ul3lWSMhKsf0MrFudEDolB8MlzOfqlwuo6OjY1qecNo+JkSO7O+4fXbbgnue4i7KbRpL5Utgx287dBIyZd4aYtDRCfToMCTGMBdHBanSoSeJoTFl+7wuyYd2Bm1tbV6ZagKtJrxrqNDmerAhaT2UBPqXILFhddezcenkmXx2OlHl5ORkpFNR71AoSY73EWLu2kmo0Os7zbBvkWSNKTRPB5gyJLQNqjcX2GvcKPFXxafHU9lyviVtY1T+zMuz7UjbJskTc410NCCJDuWhVqthaGgIo6Oj6O/vBwA/dxqnCeEINcoDwwCUC56zq6sLXV1dkVF1TIZnHpcuyBuSC/s+bCJ53Puy25t1zuz0Muw7JHWuJBihkWuWbOt2XXKExrMaLmNjYygWi96w1+RmYGoqkvb2vQtk8zjuA6YvMqyhN45qV/kMeaA4GSaPpx6gbGpfr/dIedb+M5/Pe48y60ACxf1xXqA4R02SoW+PT0Oq0mLG5KkZU9P9NlteJ7jjNj0XG1e9Xo8obCVTfHl0uTPJk7FhS54ajYZnvfzmPgA+SY4snwyf59McCvXaaLInG5cdlcN9NindWrUAfB4Hy3CEHpU/wxcjIyP+OE3yU4TCC6EOLNSgkhpSRqLmH3P5jNk+rMESMlxIntRgsZ4oVeCcPZjXURc98xhIopgDyLZFg8UaBEqaVEdQCXd1daG3t9eHtXUf264Os87lcpFJ+1iXUqnk61yr1TAyMhJR3upBUPlV7zQwXV6s3NmwggV1ZZxyz7xO84e51mXaTgj7n++TzgQOWNA1VNvb21Gv11EulyOJ1pQ99j2UT/ZRTEBnaE0jIbwWIyohA0o91Ix6VCoVr0O0/1UPMjAVjlfjnw6OQqEQmdVfPWOabsNnqB4zm37Ca+i10nqfrBe4WeQsCXOyPEszVg7AkxK9SXvDdkSYek2oEK3bsL29HbVazSffWUXH8kzmq9frKBaLGBsbm+a5YsNT7xHJEJUtz6fkSeeJyOen5qDRyfqsUPE47byAKRKn1gnn/wCmkvfU88Vnp9a/hkv4sSGAUNhU3602Im3YGXl6foEhbYW+X32nNvSmi51SCdL4YFL48PCwD8/z3IVCwSdeL1261Ld19fhSmeoIGwDe82MNEIbnSJbGxsYwODjow3lKCGmYsLzNV6LFy7IjIyMYGhry+VpqgHEb5ZqhUEKvS/0TUvZx4Tv7rmZjDWeYH8TpvDgdCUwnTVZ3aruxYTHK3OjoqP/WdBMeQ4LC/mx8fNwPdlAjh+WZ9sG52rQ/U9ln30giw0En6sFSWdMIEXWL6g7mM2l+GL10JFDqLdM0FH3WPL8mrNt+LiQzoW2zDYnP6/Isab0XSY2NxIbfqthJnpgsbt2aZMW0ONva2ryCHx0d9S9IFR3PU6vVfEPhXEt2xWqSMTJyKllrRfKFWwLFRqChTXXTUzhU6FRBA9NnFlcXLAXGNjptfEnvy9Y1U+QLByW780FWkzpvO72FhozZ7mkN8z/LkzjRizU5Oeln46c80mAhCaEi5dIqDKNrzpQqSoYNVfmp9ax5GtrW9ZkqGQIQqRfvdWhoyA+zpoLX0L6Vb+oaymfIAAkRq9A7yGRt/8BMZC+pU7bb1LvS7L+mrCjJYjRHw9VKxjRdg5ELJqxzMAaNIp4z1AYpd3H3oNe0hr3mgrEcMLUOLY0fXtuO+LPOFusMCDkAVAbt77TvKwkLsrYdEdcZqEILeTbi3OI2sY7/qTA1e58uRY6IYGPUxUs1n2N4eBi1Wg3Dw8P+GjoXE4mUdXNaosL6UwD4WzsCsmsmHOpQUo5EUiWujVIVubVMrPAA05deCb0rFdhQo80wv0jj0U17HkUaJaG5TAAiAzAocwx7MelUR9+w/VGGGFIoFAp+xB/zkwB4hc77HR0dxcjICMrlMqrVqp//RS1knp/6IkSQuJ9yQP2g0x/oCD56gulZGh0dxe7du/1anPTehbx0vK6OWNTtoQ4xLg8s8+ruH0j7HpRkNJPXJLKs7YNtR2f019nv2d/QowNEIxbMc2S/pd4hTlnCfCp6thhZ4XyJOgs/r6G5vbbu3E9ZVQPfenHV4CJxUq+bNYw0kmKft37bFIQ0z96+h7RlgQUgT60gxCj1m7DuTlWoDGlR+WsiH5WsJRShOihRYIPR6fA5lFMVO8MYJFF2tlQ9v75obYAqfNaTxuuGwgM8d4gUKREi+bKWcTMrqRUlkWH2sM94ps9bO+9WzhWSRf2oTDCPgrKmo3B0VJ8eY+VLRwYC0Qlo2VHo0jAkOoTqBCDskdX2a2cep2GkXmwSItZLOzf1sFnvrlr6Vk9pyCMJIQMyw8KgFVmzBiXbjLY1NRS0XFw/x/ZiyUicjtZUlrg+wEJzmHjPJGucIkg9y/Yek56FGvfqNQMQcTSox4rX137QOiBCsmblK6k/C2E2/VhL5KkZq7Y3bn+Hzqc3HHJnW4XNcmoFq2LSvAsAkTktrGsy1Misq5/1tHlMSsJ4Po7MU6YPIHIMy2t8Vz+sO8vR48XOQoeNamzYKnbr7dJnbLexbpY02vdkn1OG5wdCZDeuc1YLUYmXVVrAlALm4AsNpdOIsMmrJPCUMc1r4HZ6qKi4uSgw68nlidTrxQ+tY/WYaahASRmHS6vnmSOBNNGcIUfNB9GcRSsLPFZzI1shPyHvO/VFhvlFK52pRg+AqMcYiPZTlmyHwOM0NBeKXmh5ygmjICoP9twq45qkTZJEEqaDRDR/iiNZlRzFXQOIOi7oWKBDgflZdAbw3rT/1mupDOsztN7f0H2HnnOcw6IVpCZPrV5AiVGcxyKOTVqGHurolYRorFTPz2GSDDGwIdiRAm1tU9MgkPyoYtSGrASO21kPndNCCR2hLzhEEHkPel+639ZbwwBWqOIaUxKZtUgql3me5g8hsjOT8mwzoX02jKtkifv1/Vs50FF3akHriDxVwGqUqMwq4VKDh/sAREbVMczH+Z20TrncdI+SGhKUE/utddEOrFAoREa68lwanrPyzeeQRu6sLgz9zrCwaCZ7Ia+HGp7A9KVEaEjbEaQhaFtUGeB5GfKl4aBD/bld+wolVZRHJRzWY2X7HSA+nKV9me1vQo4UJYN6LfVM2wRx+wm9D0UorKf74u5jJpiXsJ3ma6gS4z5VRGxUJB98oQrbWO2waW5XD8zk5KRfM6ejowNLlixBqVTy+Rbq5cnlcn45Fs79EppjiqE59dzY0AQ9UFYR89sSI5tEx3OGOjNtcOwUmVCu921ZtW3IVpGz4erz4G8ep8dn2D+h75YK1C7bQJmkIufkejoVB8vxnACmTeCnZIXkgnkWnKGbgyw6OzsjHQzlhd4eyh73U74paxMTE37Rba79ODw87GcVL5VK6O3thXMOAwMDAODndeO11NrmhzpC5ZveKD47DdXTKua5+Lys9WuJp86zpaSLskp51uedydnCQKML+h0H9dDYUWbWI8O2oCNElegrUQCmyIWdaZ/1snl85XIZvb29KBaL6OnpmdbuAPicWa4HackTr0kjQY0pJTt6P9ovaFlLHnkMj6NXi9AR+G1tUzleqq/UYaDn03en7832bzZdYS6NlDknT9ZDYtmmduZ8gdblqBPl8ZwsT2WpITj18uiLKxQKfn0qTthFhaudCc/Jl8tzKzNnMp2tuyo+YIog2UbGfZZF67EqhNyvo4b0GfC58Jkq0dKYu7WO7bF2W9w71fvIML9ICqklEVhryambnMeys9bQmoag4sAQnHYabW1Tc5pR9trb987rxOVN6O3V9kmdQMVuF8GlfNuQNkOAvB+dPoGw3h/7rLifcqPX5XE2QV09VLy2yqnqnZCS1/ca523KsG+RxuMETHkkOZmqGgOWiCl50vA125X2QTy39jU22kFDQsvpRJTajtkHhPo1bePsQzXFQ3VIyGCyfbMlVfocrEdLj9XzhYgizxUny6GRf/qumvVXs+3XUpMnKhurJKad0LwUJROa5wNMZ9pU0FSGlsnzYVerVd94rStU68UGS+uX19CGS+ZrGbpawYVCwXuwdCkINjrWkRa4DoEGEFHurCPPrQ1ILW6ycM7fwXPY3AfbqKyCthZVqLyeK/Q7aVuGuUcotA1MTSqpVp6SIuYCKTmioqYStrJEL4uuq8XrAlOy19HR4UfkqMzZMER7e7uXk97eXl8H55z34FDuFy9eHJk/jYqys7MTlUrF18MSwlA7pOxRvjUMqM9S96tiZu6HesRoJVtPkU4twmek220Ig/em5DVODjMZ23fQfgEIy6GOAu3q6vJtCYj2V0quNfcv5KFi+6H+7+joiITZVNYtwdF8JG1T9Grx2vTEsk7sUyjXIYKjukXvz0Yi1JulJEhzvKxTAEBEBqmf1NusdeA7sO/Grl0Z+ug7jHvvM0FLnqdmF2FDYthLVzC3LkBgKu6pi3uq4if4IKk4GeflWlj60tWCYHhCiZwqYWWu+nL1EwqX8Zqad6QWKBuDhbppbehSXzQbD+eW4X0okpRts236jEIdTDNkHqiFQ1yuTEgpaLKnfgBEyJO2aSpOkicguvAvlRc9uGoVhxQi5VllTr1I1tVvZc5avJofxf1aL80DITHhM7GEK7RNz2W9yupFst5d+x+YsoTj5DpOkTeTpyxcPn+w4R67ndB3SjlT0mGhbdx6d1XPazhO16lj36aGPMkFoWkgmhrC6/O/NXTYT/P4UAqMyoQNL1oZsG2cH82l0nvW8tyn17T3O5dtP+lcrV4nNXkKKQ5C/3ORP66WrExbX6xtXPQKhUiWzU/iop7K0HVkC0mHkhmrOHWeCSDKqtW6532HPDocZcQ66pTy1vpleX7rc9PGw8V/uZ4dl55RL5X1JvHZ6Lfdbt9TnHLQshn2DayXKK79afm2tr0L6fb29voBEnHnbmubyr+gR1ZHh6r3lNft7u72sm3XxGK75Qg3nofTCtAoYn4elbGOFqW8sHMioaPFrLlbnBuG16ZBpc+Gskmyp9a9GkNcqNwaRyr3CvU0WDm03l1+lDRaOWP5DPsGIV0a+s3+inm0nZ2d6O3t9X0KCZD2berdUU8mz2vJEw2Yrq4ub6io3rdGNetFeVNPlV1fj9e0/SAJlIYhNcqkERVrcGu+kiVken4d1cepR9QjTuh/jejY99Ss37Py18z4DL3rNGg558kqE/3PB0avE13kljTxw4dNZUwlG3qAemNslJzQSxUeMPVSldAkPRDtnEKdFBU+hzfb3CUqWjuvhbVc1Vqme1K3sTyTcNnY7JBQW/e4e7PWlG1grTaWTMkvDKxHxCLUoVNpUfaYG6THqNyRPGmoXNupVaAhj7KSCNtO45Rc0j0nKTurZ6ylqqHDuOemhgrLaZIqCVqSgRH6H0eekn6nRWbE7F9Qr2hcKJmkQSMU3MZ+ibCERsuGPK7qOY7ri7X9xxkAuo8yrhMwJ8muJSy23wwZ4jw/IynUHZbY2WvxPpv1V/uib2ppqgJ9oOzsuU0TUBkP5qrkZOZ685rExoRRki1eT8kIrwkgslSKhil4HDA1SZ5tqNaa5+zGbOiMHbPxsmGNjIz4KeS1gTF5MI7AhTxTeh7mNPFaXJSYa9hRuZNs2ZyzJOWa1IHEvdc4ZMRp4RAiDyFwO5URZalSqaBarQKYPhcL2znDArSKCcoNQxJcfy40pDnUaWi+gub66PImlA1e246MU2/R6Oiov0/VER0dHX4knFXmk5OT3jPFWcStNUyP19DQEAYHB30qAL1VSYTHKvE42dAOScldWmTEad/AGp0hYzqkizUEFQpHsS2EvCmEkgzbBq3nSb1clGFO6MpvzaPSutGDOzw87Jddsik22p+FjBslTW1tbZH52/gMue4klzFrNBp+1QAdkGGfgzX0FUn6sJlMNtvXCmY1z1OI0fJjk6Hb2to861RLWRm6KnHt1NUTFWLbNsFMhyPrMGH1EJGY6RwueiyHbWrDD1nGzOdgWW2goZwH633Sc6oFoHW0z6SVl5/W+s8U9f4JbZuh96cduc0/AqbPasz9Kpv2fHpO6zFVWdNjdfi/uvPVYCF5ouGlx9hyPKeGDDgKlzmA1hAK3YcuaUQZ4ze9uzRgdIZje3+KmSjfuGNalecM8wuVtTjSpH1LnN60ZEfPHQrHqzOCk1bGnc8aKEB0ihrt1yj/7M/Uk8PjdJ/mQbEcrxGaysQ+G5VldWRQlll/izg5COmnOD2YhjjZY0JIe3zLM4wnsXJb1pZTNs5tZMDqkdHRK3ozjUbDuy2p+DSRWo9TzxPzJ/L5vGfsvDY9T2TBnKuGCC3voq5VJX/0gjFHifPbMFGQU9JT6BqNhs+3UPIERK12FRAuhcH7DjWYEJOPI162wdsEXgDTBC6ttyrDzKCGAGEJuIIKsFarYXBw0HuLlFCphao5iDpjPa+t75rrZHFfo9Hwq6urElTSxOvQI6teXi3HPI/h4WFfFz2nnRaB4Uj1Vler1UhaAOvFENzw8DBGR0f9qCR6pKjIR0ZGUK/XfT4K5UFDI0oGQ7DyxnLWeAphISzkDPFo1jnznbJdUsaUdNjQGv+z7epcYqpbeW62e3pHR0dHI6NftQ4qH9rnMGLC/pPkiX3TxMREcOSeTuCpU5EwD0q/dU441UesP9eN5XQKrCvzCnWeNcqV9d61+r6abdd3aMum9WjFYUaeJ30BcRe1Fii38eXyofNbz80HahU5Xe1MTNUXYC1jbWTaWVgCoLkaTCDVxG++cCpCO0EnGwndljpvho4UCJFGZeb6HNW1qsrXetiSmLZaIaF3pNu1LvosmnkmMswPkiwiS2L5TYXJMJYmRWt7omLTXA1bRs9NwqNz01glqHVQRUyZAKLJ4dzG0ALlS5eMoOKn8i8UCt7tz5Cezl2jHQMQnVqFdVaoBR/ntZqrd9bsuIwk7T9QUmNJDtsRB0JoTpNGGpgXy2/tH0IhXCUTbAsalbAeKoIGgk5uqZ4m9bKqEcR7oZeLTgXKLX/TqcDyOmecfVYsA0Tnc9Q+VLep3phN+7e60KIVOW61Hi2NtuO39WgoARoZGfFKuF6vRyxd69XgPiq+ZsOl2QCGh4cjCpoKUomTLnqoc0jZaez54XH0ful903qwxEknHNNGMTY2FunoWE9CLVreFxssLfZiseg7CwD+WdIzxmcX6lBZB2CKcOoaeJYI21i97VxZjtfiu9bRIxnmDiFDRf9bhcB2NDQ0BAB+lBplTJWq9ULpqutanmCuAvMMNWTG66rsKXliLlO1Wo1cgx+e23o5Q7Jmk9TpMarX6yiVSli8eDGKxaKf50rD8qwf5YwdAc+r16SHTEfv2nBonEESp3xD+TFWn8ZZwRmxWliE3q3KHI3rsbExr5PtnGLW26sGgJZXoqQGCj09qt8pZ0qwmLNYKBQwOjoaIXSUY557dHQ00gepR9cmqbN/Yn9Lna/zDVpvNZ8Z+1AFnQ4kkRpJYT+t0R59NkkOGvve4t6dfs8lWiZPFHR+25dL61fZuH4IZeosy1CD5j7xmsqe2dDUutX4ss3LUDYNwJMdvjRVktZrpRN9WeKk+1hHSzaUlCgzJzRWzX08PwVFLQ59/myM3K7n433wmVHouZ/1VKLEb+emQoXWA2atnwzzg5CHyf7WbVToo6OjkbBTnAeRytVOkqmkHICfMmNiYu8UGlTOarCod4eKkrPx69QAvK4qXRumA6YIPcvaMDmvpW2Zv7UM5Yq6RY0IWy+9Z5U77gs9c617knKOI0/NPMcZcZp/hLwoSV4M620NkScbbWBbUwNASblGWOixUnLDdqyj1dra2ryBbM9Lfa0hP5t+ov231ROqd2y/qsfZsrwP6+W1+c/KGbRf1meX9K7itqkDI3SeuZanGS/PEvJATUzsHSnGfKSRkZHISLjYSrRPLRCqZMq+RCpxHWFniRZfNi1aNlpgSilqkrfOLUXioo3Ohtq4zTYgjrorlUpYtGiRtwpyuZx/Hhz5o/FsVfZqMbBh0aLQHBZ7vD4bkiSO1mOemA0/qtePVpHOs6PvIW7ytAzzh5CHqdlzJ1Gu1WoYHh6OKGir3Nl+1JsEREPbbW1tvv0w30hHyZBoq2fH5gvmcjmvBxgG0KVerJeXxzEUoVBLlTMjL1myxHucVNbYsXD6E9aR98cRicPDw6jVat7SBqKTjep7sN4nS8jsfDjW424NSZV3fZY8f8iQzDA/sMQpzouhKSLax3C/luXHzl+m7YHXIMlXD5V9/7wuy9BbSi+uenZUb2s70/ppPa0HSg0XepB19QIAEQeF1lW9u/Tqtre3+0iKGvXqyAiRKyVZ+m0NeEvm+GzVGIzzIFuklblZr21nrWMqEgCREJPCNkyryPlyLIGi212nBlBXI6/LeZKAKWuWw4919B1fsLUU9Fz2hcYxdXYKHR0d6O7u9gqYRI5ERj1een96Pm0wTKYn2Cj4rNgp1Go1jI+PY3h42JMuvbZa5iR7+gx4TSpxVfz6bIDpw98zzC20ramsNLOM1a1viVMceeIABPXA6oeKsFwu+ykLrJyq54sEiaReR8zZ6USocEP5idaC5De9zlynsre31yeQO7c3dElZy+Vyfli03j/JYrFY9Dli6jlj+w95krVufDY0WGxeiRoqoY++C/Xe8xohj1eGuUUzb0YIodQHK2O6PZRjaPsVYMpwsWE0Wzc1dDR8ThlkOeslYpsLeY9CpJ7J4gzZ6/IyvB7rAYQ9tNQT7Av5/JR4qbPCPn/1ZsWln9hnqvei9dB7V1mbqUeq5YTxuG+tEL/r9XqsO1DBMtadaUESoKRJyYfNkWLuh53jhY3TMm0lDKwL58PhPDBMUmV5KvFSqYSuri5/rHN7R/qoN0hdqKoclbGz8QN78zqGh4d9A6ZwFAoFjIyM+OeuHj8lTdaNqYpcOzMmEduO1Aq9JcHLli1L23wyzAJxxCkpvABMrfsETDdy2B5szpGVO157dHR0mlfKGh0c9aNzpdmkb/3P49nedN43enE1nMiJd7lWJWV4cnISAwMD3qKlcs3lcqjVapFh17ynRqOB0dFRDA8PY3BwMOJRI2nkfTGErp49lWvKmnYmaiDRi6Ujm9TjzPvT9zxThZ5hdogjUyGvjerV0DlCTgI93sqkkm0lUSEPFKMpmkLCHEaNJGhUR9sk5YjfOspOjRM6BZQ0sb2zr7IRCjUM1FtUq9UwOjrqJ3+m/NpRiBpJUU8Vt+szs89K62KNFRvOjCNPzSJlvlyqUoIkVq5eEztSzipoyxqBaMhAy+i11bKNuzbPSYuZHhV1adpv69rjA+fCpZ2dnRHyxPupVCro6upCuVxGZ2enV8xcQsISGTYOAJGXCUwl52qS3+joKIC9gsV8Mg795DNhEj0VuzJ7GzJgZ6OCq1Y3Q4Q2xKBCzeedYd/ByoaVF/7muw55sELHxYGenDirm6RHOwhrrNhwhLUUSZjsItzA3nZMWaOhokngzPWyI3d1NK22WY6a4lJIOm8UwfoC8BMKjo2NYXBw0E8NoaMO9VmQNGk4Tg0WfY7W8FOdYDvuDHOLpLbfrK9Le262SW2bcefUjyUAagBTrm2Ijd9KnHSAkU6aWSqVUKlUIjlTJDOUQ8ot+xnNKbZzJNqcRT4DHRjF6AswNVUKgMjUO3QGTEzsnUpEyZM6IfiMlBwyREiZsznFvG6a99EMM54k0ypqS3osUw95ntQzAiDSqYeuxW+dXRVAJP9JG5luI7PWuSvy+XxkRBAtZy2njYzHqPuV7J0vUQkRXZVsECELtb293ZfhHDpsZAw/8lgN46mHzzJz620Cot49CpTG4NVatiM2fGNpj85nkmF+EfI2pSU7ofPY3/wfsp4tkVCFRyVlV2PP5/MRrxEtV86xxJFBXV1dkZFCujA4j9P181g3hsWp4DURu1QqRdq/5h8poWHeBS3YwcFBDA8P+2vqEky7d+/27Z1kid8hokYZ09wqluHEh9bjrcpfzxUaBp9h7hFHgpQUaNmZkq3QtULRG9XRNB5sWJ1ywDZLoqP9Wmdnp+/XCoVCZP1Yyh7PT9ngtenJYqoL27GOqtOPJTQkJ+zDWK5Wq/mpRjigBNjbrwwODvpzq2GinmR9vpQJ1p3RE4b1rYzxm/ULGZ+tYlYzjMdtt56lZueNc5WGyoQaNDCl1NUrpJ09H6SdAIzMu7OzM/JNxc799Dqptcxr0Dq2XjZen+RIiY1aDgQtaE5nr6OYyPR19JyOdNJh46G6qNWiFouSJzY6Cg3vS61h9URlmH+0SpRCHihrtMQdp+XiPFlU6tVq1SeQ6sK7VM46oSWVpU4eWyqV0N3d7bczTKDf2m4p26rQSVKAqZn+1ThRsG0z3EACNTIy4r27+Xwe9XodIyMj/hqUKQ3b2UVXrRebx7HTY16VGiVqrOTzeR8+ZT1oydsQf4a5RVrZSEKr3kHrCbbX0Zw8kiHVvQxncz8NGe3XaGR0dXVFFtiuVqtextgXWq+WeootcdE+Rp0eeg8a3tNoil1mjIRMU124jeSJ5EvPrX2r6gCSJ+Zm8j7sZKYalrNOnlYw64TxJMQxbVsmRLT0tyUEaq2RTbORKWEqFovo6enxSdzlchk9PT2R/APGe6n0qbioQPky+LJ5LABvyapHKeQNItHRoaUAIoRI1wBiWE7Pw1mdeYySJ23QoVEI/NbGZxW+snPOes7RgSyvUzNk5Gl+0YoBoogzREKeX91PMh/XXtTYUINC2xO3LVmyBJVKBYsWLfLblDRYa3dkZAQjIyOYmJiIzMJvJ7/UyfZs8inDdjqvGQ0AKnN6lRqNhl/Ti7I3NDTkc5hCAy10NJ1NCrdhbRI/9VRTX+n8UmqQ2PQBdoocsZthfhEX8aAchvbP9L1YHUpizP5HE7SZpK36uVgsoqury/dr9OZqaJzldPAGpzJh6IznB6IrWjDiQf3PNk/jQT+hZ6EyybC4hvs4KlcNEXUqqAfZjuizERR6ifW+bc5XyFGghpmevxXM2VQFzfYnsXNLmuJIl3p0yK7L5bL/AFFrsFwuo6ury1vJ5XIZvb29kbCbelt0kk4qcwARBUqFSFDRUilb5s2RcCHPGc9Pdk5l3mg0/LIxVNqaSE6ipR45GwINPTsAkXtXj5wSTzuZG38zuTWzgucXljiFLNWZKG49JtRO6OGgDKmHslqtolKpoLOzE52dnQCmPCTMLezs7ERHRwcWL16McrnsyRMTyOmBUYsa2CtrbN9Kjhi6oxFDWaDBQflVS5UyR32j3lmG35gsznwK55wnTrz/er2O4eHhoGFi34GVrVCSrpJG7bQATCNPNGDGx8exePHiTN7mEWkN/JnCepaUBNiBObq8Fx0CNDyUFGgOLj1LHKzEj00CV8Kj4WUblVBPqyU2oak5tL8jlCSNjIz4cJ2C+U6U51A6Sui5WRmjoW9D4pQ19u9xhsps3m/Lk2QSrboqkxAiFpZlAlNWnromlTyphUcFzUZGcmRzo3h9enLUIwXAj7JjHcikCSpjKnxr4et2nkfnnmFSnF3/Ry0AEjNl5mTydmiq7WS1EWqnGPJAaeiOgqoePuvByLD/ggotFHojrFKiQqeMac4NcyuYa0F5UkVFjxQTTdle2daorHT0KdsbjydhoveXo0qBqbX1eC96Tg3ZtbW1+bAF9w8PD2NyctKvdac5hSEDhQM+9NxJBDZkFVuZYt4TDSR99jqqkPViLkdGnhYOtg+aSdjc/lajn8Yp+5iQt6RarUb6NXqRWIY5TOrJVOKkfQsjGEoqlFSx/Y+Ojk4zNuIMLDuqlMY2+y6OqFNngM70r84DJWTah4VIJzB9ZL72UVoXyhrvVclTKIIykz5txuSJDzOOuSeFD+K22/3KolWxMxGVxIjkSEkT8yg6Ojp8Z6Ax3lKpBOecb1x84VS6dJ2yIfPFU6FrIjetYPVI6QumgLDD4XIVAwMDqNfrGBwc9C5OjQmHGqC6MZn7pA3aPv9QQ+S3Km8llXbiTJJVksC495thbjET5Q1MyY1acnEWMBWgLvqpsqVtgkq7XC6jUql4b25nZ2dkAALBa6u3U0PizjlvNTPptVKpeAt5eHjYkx4qWk6SqUsDUb41/MHcRYbfrKypt5cGkE4oq2H4ONkKPXdrkKgXwFrFLKMjFS3x0lyoDAsPK4OhfirkKQaik6RqGyURYj+ms/wzmZsyRpJkJ5bVvkVHsTKlhG2XU3VwuSb2QdTplAN+1OMUMrQJeqNJ7BhCo3zX63XvceK5dQCU9nPWCZAEfaah3EE+CzXs+MzUULH3syDkKa0yjyNJ2vCsu1vdmcom2XD4X1dUDzUyujY1T0dZNZm51okMmAxa3ZocZaMhOo35qrLUZ8QRAEzu09wsltPEOdZJSRmVO6+rI330vw0t2BBDnDta3wHvwVpC6lnI8p0WBnHEKY0cKllSZUPlGvI80mig8iH50A6fI+HofWLyablcjoQXNReC4Wt6UTSkpqEyXbdSlaxarAz5sZ3qffI81Wo14mXm8ZyWQGcoVutcDRSSKJ5Xh1c3S1XQ0IK1zFWe1JOg0zFop8hclcxQWVhYGQvJnHrh1auhpNm2A+YIsg8gedIOnxEVHXWq+YXa4QNT8s1+jSRE84QpG+zXGLbmNrtgN89LeVZZ0HashI7yTIOE/ZYNtfO35hGrwWI5Qujd6DO3/RafZb1eR7FYRKPRiAzU0AgKn2XIW5gG85IwbhsWt1kloGEkdXfTdU8Fw6HN/K/DLanMNYSnytUSE31h/K8Nh5YyG8rQ0JDPgWByGpXa5ORkxLuloQqNCZPcdXV1+fCfEiA2Jj4fJutpXgbznAYGBvwooUajgaGhIb+f9QcwzVq2HZp9L5ZE2QRFPm9uyzB/CBGnNKSJx2n4Si1VKmZ9v5Q79R4xtKzhApKSzs5O/5tkmsRIFxJlfUhcAExLAqWxwgRSTg1AQ4HeX5alHKnxo+fK5XJYunSprxsAn/Q6OjqKoaGhaeSJo+toIdNi5j2MjY35BZftYIwQ+DyUoGrnaMMuOgFu6Fi79leGuUVc5CSurCVQ6gEJTVSpxij1J0mSlrMeKfYrDJGrgWITqkmQKAN0BgDw4V/KGieuVlKkz4Ayz3tTDyzTWnSEOvWLJqRzMAYJFIkTt1kHBPtCa3glvS+VE+twUU+5HaRRKEytGav8RH+nxax6wbTWsXX/2RtWxk4Fr+SJwyxVCenM3rSK+U1WycZE5a5MmtYkrUy1LJU8sYPhC7ZWu3rNbMO1nhz1ctGq1gakDY2zsdISp1LfvXt3hDxZz1NczlPIcg65m23sXN/TyMiIJ1cZFgbNZEyh4W8A3tCgUiEpUo8s2yYTTzXnifu0Uw+NtolTQFSGnArALq3AIcQcxUp5AqJLPahhBUS9qyQddgQfSRIVtSaikujROOHkl+Pj4xgZGfEki8cODw+39M70HtQ65jugIajkSWdMZ1mmCQDAokWLWqpDhvkH9aXOi0RSRBli26WBQnKlZMnqWcqB7gOiOUdKOkhytAz7IJ7DuampL9R7pXre9tGEkizW00Z0QqE469nlaHLr5dWBHqx36Fnrb9tfsR+mZ1oNFTuiXldA4DPQ77RomTxZ5UhlHWLwqvQtO6T1xf/ayHQ6gVwu58lUaHoBkihNsONDJUlStyBfKEmHXTrFMlgbwmKjUKvcujiZp8D68UXqWlj0JNHi1byLoaEhDA4OYs+ePdizZw9qtZpX8n19fRgfH/e5IOqxsu/Hvo/QfusCtR4pPS7zOC0sVLZmEropFAqRdRbVMNH2XSgU/AK7VhmpZ9KSIZVd6222REUNFpIuyhpDhsxLtOFtKkD1OAHwOX+qA9hRcIZiTQ7ntTk1wcDAAHbv3u2XdmFu1K5duzAyMoLdu3d7wyWNjNn9Vhlr3pOSKCVP1BkdHR1Yvnw51qxZg0ajgRUrVrT8/jPMDnFyR68MvYoMszEHSPMH2aG3t7dHZDGkbwn1lqh8Ud+TbKj3SIkVyRPrqaFCza/SvlT7Ou3T1GmgXmmVT/ZfJEY6+ly9UVyEm14oLmDOMrwv+zz4LvQbiBI/ypp6ntj36jxzmnNsDUMbEm2GOekN46xgVag2iYtKUkkRGwuVqSZ36wu13h7LgHl9zV8IDbu0ORXOuYj1CkwNxw6B59IGzN+qCPli2aCZe8EGRHcmf5MoDQ0NefI0ODjovVEap1avWTPXo/U0sc5ad+387H2nyfvIMDeYKWHisVR2tIZ1hmG1blXOVJGQUNvlTTQMTBnSNd5UAaqHSfOdKKPUB2oNh8L8bJt2G+WVBKRYLEY6FyVPHCXL/5wck4YKFfrQ0BB2797tPVN6P1q/ZnIWV1YJnOY1MnRp39euXbuahjIyLBysQ0A7aut50n5NP9bTEyJANDo0b0plzpInHm/DX0ou6H1ST1XcPaoXidEYHWELwPepdtAFSRPbNskTB1tRFkmeeIwmq1tYebN6in2sdXbooKfR0VEUCnvXheV7sZGkVjDnCeOqYBlnJVtVZq75F9ajtGjRomkjCEiOkvIONEGNCon5CzZ8xZekTB3ANKKmXrVQeE7zJ5jjROuCK77TY8NRemTbu3fv9gpbRwL19fVh9+7d2LlzJ/r6+jyJosK18Vp99nZ7kiJXkqSJvGyIlpxqTleG/RdUDMyz4+hTKhEgOlhDP5Y0M5Ss5UlSqAipALnEgoa3tS1ZpasLj6o1DkxPeGV4guH48fFxP0t5R0cHlixZAgAYGBjwcjI+Po49e/agXq9j165d3gjh/6GhIWzfvh39/f3YtWsXdu3a5ZW9bfv6zOLc+3HEis9WCaSVOSpyDY309fXh+OOPR09PD17xilfMrDFkmBewLdKj0dHR4SMmDNfZ9A5NaAYQaes2ZKXkmrKgzoCk0WkqwxoK17mPCGsssz9UPc/2qKF9AD4fl2FuyhY9TDT4d+zY4Y2SoaEh7xygMaNkMM7DG+qD9b8+a+uN0pw06huVuX3qeVKE3G1sOOqWJ8EgOVKGbl2HlhCoBcskbt2vQ5CVPFlL1p4LmJofRxWdvTe9libT8V417MDzkWzp9AP0OPHDRjU4OOjX3NJ5abQ+NieE33EKPIlExf0PfUJlM8wtZup1st5e65LWNqOhOM1PsEYGXfAKTbikx1QVvRIfbStMfFalrJ4pDRXrvRDqGdX180jm9F50+RWdtZ+EjzLGD7drGDxOxuLeWWg//3M0lH1PobCs5kCGnn+G/QfNvIzAVLvVRG/+B6aMfvX2ME9XPUzqUdXRaUlgn8r8QpuOobCyD0wZSyReGomhYWVH2WkEhV6noaEh7+Xlgvd2ehC9dtxzjevr9BnbPC7NreQ3nw0Q9WK1gnlLYlHmS3ZOT4zmXQDRMINl5zyXKlk2Mk6ERUtRCRUnveRIHyVLek2CD5+jWzgdggrA+Pi4Z6vcpjlQnDZh6dKl/l6AqURZdjK7d+/2I+fI1BuNBrZt24bdu3fjueeeQ39/v1fsFBaNgasibkZsQgQohBC7DxGnVhl6hoWHhp6BKUIWUlJqHavVqUnWOpzZutZ5HbVeNceJZdTizef3jrLTJUho1ao1TGi4sFKpYMmSJX7FgPHxcezatcuPBpqYmPBKevv27X4Ot/HxcezcuRMDAwPYunWr9zZxBCtDZ5r7xWumMUziPFJqvFkya0kuAP/sVN9l2PdISlvQffSSqpFgE7KBKLFm/6IExnqFtIwugK2wbUq9TZQdzd21BgrPT2dHpVLx/Ta91izDCEp/f7+PnNTrdZ9qQo/T9u3bMTAwgD179mBoaMiTJr1PRaiPsvrKHhfnidJ9Nhl+tukn8zZVARB2qVnPUuhYO4pHma7GffP5vB+KSabO/cpo7QgAPbd9UWz09Xo9MoLCNmQeq42UHicdBq6NXhPldOSBxn8HBga8a1OT2eMIUNy2JMyF56jVkQkZ5h5xwq+WKuWD4V4SX5u7wXlfdJ8NSavla2VAlT7L6kz8wJSlpzmLNCra29s9wVFvLdu+hj7obWInoPdCK5hWr+YUjo2NYXBw0MvY0NCQN2iUIIWIZxryFNoXKhc6lyr4NB6FDAsL+z6skWFHnyrhJZniPtue2IbtEiXWi6UyrXKphE1zf3huymI+v3fS1WKx6PtP64nS/ow5TppCY/szjaBQ1uhZ4qAMmyxu5c2mxhBx5Cj0Hfe+9Px0kOj7mw3mffgUlZEOwyQZ0QaoLrc4D4l6nLThWItAG7MmtdKiUxKlCXn5/NTkgAAiIT/OaUOmTwtV80o4iyvrwmNJknbs2IFarYa+vj7vcarX69i5cyeGhobwq1/9yv/m3DLOuWmkU+81TrHb2HEzzxSP0f2WIGnYJMt72n9BORkeHkZ/fz9KpVLEyND3anNwCOZtUMY0tAZMJ00MkWsCOWVNQ+K53NSCucyhcM6hu7s7QqoYaqjVaqhUKujq6kJnZ6fPbWKd+vv70da2d264RqOBX/3qVxgeHsa2bdu8UTI2NoadO3diZGQETzzxhM9x4tp1lDEmw2pelc3bslC5CpXjufW//qZM0Sul3q60oZkM84Ok5872UavVIvOHkXiEjG2VL5VFG77jx5IH269pXxjn2ezo6PARlJGREbS3RyeJ1MXq8/m9c1GxD2ROsub/chBGvV5HX18farWazxXcs2cPGo0Gtm/fjqGhITz77LN+1DjXr6QRF/LE8T5D37o/jh/ElbFGUaiPnImMzcs8TxbaINQaViZL2IepoPLWldM1tKDQeV6o0O0oNb2ejoIYHx/H6Ogo2tunFugMea9ICnW4JxuYNjadt4kfHflDssS8C515Oc4ajnsfrb6bZkyfsDkaGfYtmr1bbXsAItajtiU7tBmAJ0307GpHTih54vFstzr6znqS2YYY1qbniUupUNZ4nB0VqDmJrBc7Ag6+GBoaikzUpzKm+1QPWaVqn28zha3lQv9VHkOyZf8nhYgyLCyaeXg5gz6X6Qp5jdSjBEylP2i70LmbrKzp9TSca0eLs51q4jQJDz3Q2gdqnTSpXdNOtD1Szm0/xm2UQY6uU4+TRlF4X614lEJeu2YIlbf92Ez7tDnxPMVdnOSFbnkmntF7QyvL5iPZxLWQombDCQ1tpHJlw1bPkyaW8tw8f1tbGwYHB/0EdcPDwxFrVC12XRamVCphcnLSjz5gZ8HrM++C1jCHRvf396NWq+HZZ5/1c87QGtZOg/VUYpa2sWnow76rJEs6aVvmdXp+gLNj5/N51Gq1SLtRD4dzzucnsZ1TKYc8qSGLTd3/Vn51VJFzzteF+YWdnZ3I5XI+N4lDtGk1My9qYmIC27dv9/JM+ajX69iyZQtGRkbw9NNP+3nRxsbGvHX8zDPPYGhoyHugcrmpmb/pabKGUau5faEOT5+NQr1UNnTCY2ydMuwf0Hemky3rGqcqa3yHmiweIgDaDkJ9qsqXDlQKySPPz76XOoAeXg7aYr/H2czZpwGITMDMvoeRklqthueeew6NRsOPaKWsPfvssxgeHsauXbv8aDo6A+wIN9ZV66zbmr2HZvviCFfIqGkVcxa2a8bOGSMFoi5LluHL0W9garoDbbA29ynumnbuGW10obCWNvZarYZSqeQZsx19x4agClanSiBx5AzFnM2Yip3uXp0Dg14ufT60ZOxzTvISzRa2oYUsqQzzh7l6vpSVUAggpNiZcJ3L5YJ5CSzfSigprgPI5aamHqERFCdn6hHWCfhoVTNkMDIy4g0TenU5ko7WMOXZzrej9dPvOKU7m3cU10HEeZsyeds/of0WEB180Yw8sbw9n/5OIldxERc9D+sCTI2MowyF5MxOjmlHAdKLS2+STlXCNBTbn9mRonHEMS1paqWvS3uumfafM5phvBXFyTwjAF45czSLZX9xo3QIVdzagGyj0/22kamnCZg+1QCVKhsZ3ZL0MOms4jqajmUZKqnX6xgYGECtVsP27dv93DLK3OmRolJnOENdrnpfWn/7bJLeQeh/aLvdp9e03qsM84u5eMZU2PTyKFSOVT7YEcRZv3q8GjRJZew56O3p7e31s2sXi0Uv+21tbbETzPI/Q3K7d+/G6OgoduzYgUaj4edO6+vrw+joKLZu3eq9ULxHzUlRHZIUFmhF1pJkTjvUkMyxw7LTnGTYf6D6UL0ylLGQHrUkS7frNnsdRRK5CrUVkic1FGxYkP0YZzUHEJkZPNSfsf9i5IQeJx11p8QpLjRu7zGNkZKkk0LP3l6T7yzEY1olUfOWMK6KVT1PNjarZZU8WWtZG4Z1b2oZfmvowBIPKmF7Pq07EJ0hWc+hrlkA3mJmzgbzljhJGCfB5Ag6epz4TWvYepyaPV/9bvXdpNnH9xRnBWXY/6EymLZ80n+gddJuSRYVerlc9pN3alic8qUeZzt5H5X7nj17IouR6jxOIyMjGBgYmDbppZUtq8jnQrbijJPQSEItb/VMhvlFGmdAszKhvihURg14YHr6Q6vtTo2JUJ1JnkLGOGHDjEoE2Z8xt4n9Gack4GhVnRxTFwS2/W6ob5lPJJ1/Lvq0eZ0kUytH9zrnYAqVURZvPR1KdEKs1DbwOE+NPSfLMQa8aNEilMtl9PT0+DV8OLFnZ2dnZA0t5l1wzhqG5iwTp8eJo+34zRnH2bC1Awm58EPC1UojDCn0uM4xpNi1/Hw3/AzJSKP05+o6QHJSsy2r5Wl8EPl8HkuXLkWlUonIWrlcxpIlS9Db24ve3l709PR45U+9QSt4eHgYO3fu9LPxMyGc+RYjIyPeE0Wv93w8l5COsc9htmiF+GaYP6hO1G9FSGfbcyiSRnGmrRNhB11xnsLe3l6USiX09vaiUqmgs7MTHR0dqFar6OrqQkdHh89xqtfrvi1TpkZGRryHifMT8r96oDgoSo0cGgBpPLlp5SfUB4Z+x/WRIY4wU8zrVAX2BuhZCllZIa+R9QCFzmu3NStnr8f/dFtqEjhHHej6RZrnpDPC6srR9CjRfakeJ+ZfsENgKFMbWRwJTLqnZohrrM0IVJrnl2HfIK4tzNW7afX8ce1CQ1T5fN4v1VStVn0yuC7sTdnjtTRfgzkWVORDQ0OReZ0GBga8x4mT6IY8TXNBcJop+UxGfr2Q9E5n8q7jvI5pj7PXV++mrvmog5s4b5MuPsz+TKcRoAeJ/ZhO6qweJ13clzldNkyX1A8n7Z/ps0jrZNjvyFMzZp6mwnEMPU35ZmTDhjE4JJP5F2To9DwtXrzYe5zU/UlPk05+SdJERs71tHbu3IlGo+GtZDJ0XVNMiWKIXGr9kxpBKwxftzWzDtKcJ8PcYX/rfJspeOvVpRIG4Nv64sWLUS6XvceJpOnAAw9EV1cXKpUKcrmczwGkYh8eHsaePXt8XiHzLyhr/GYOFEPgpVIpNmeiVQJldVozazf07GYiQ9ZwzLBwaMWwnAujNo1eb1amXC4HPU6ckX/x4sXo6Ojw87jRqcHBSuzPSI501Bz7M3qeaKBwJDvrYPuTVp9VKOoROj6Nhyru/1zI1Lx4npJcmvZ33PGhbSGSFCrfrEGSPNESpseJwzXL5TKq1aofusm8DNaBOVy6Jp0m1IViwjqZmjY0O+ow5BXTus81S8+w/2F/IU62HSZ1JtaTybatvxkuoPLmAIzOzk709vb6a9KKpXU8NDSEXbt2eaXOEayULU5BQIMGgF/Zfi6XNkmSv5mEE+L+z4eizxDGvny2tn3MpC42R856nGigsD9jH6cTVTNyomvSaQSFy62wfxsYGPDhc0ZfgHBieJp7bwXNCNNMzjvTNjAn5CmJ1IRCc2kfbFL5uGvyf8hbZT1O+Xwe3d3dKJVKPhbc1dXlreNqtYrOzk4/jxMT59ra2ry7kqECxog5bJojfmgN67QKSsRmYgXPNTJStf/DtpP9qUO1sqge5nw+7z1NtH4Z/qbHqVqtRhQvZYUhOIa6R0ZG/Gg6yhqtX85Jo4sP2/D/8w3ZPE8Lj5DxmvR/Ngj1jXF14jfLanl6WQuFArq7u1Eul32/xgjKokWLPHHiPIbM0XXO+bA3ZY39m+Y67d69288dZ0mTfuv9xcme3dfsvz6HpN+h/7p9JnwkDvMStiNm69ps9oBCDc4+dNvZcD89TmxQNu+CxImJ5HRtkoAxFqwKneEGeppoLQ8NDWFycjIyQVho/qa5IFLNXJ4Wz9eO5TcRccLP/4qFIlfW46Rgm2fYm1MSUPaYHG7lguRpcHAQO3bs8PM6DQwM+JA4SZNOTJvL5fzSSsy/mO9FrOfLwiYy8rTwWGgDJY3OT5Jvepy4RBg9Tswn5JIrJE5clkXnTeP6c1xfVT1Q9DjRCcABX0qa4rw+ae7NGoXNnCVJvCDpmXHbXL3XeV/bbq6Qlv2H3IaM6wJT81rQw8SRPmxsPT09vrGpRUyFzgZmrWH1QHFeGSp2OwEZEB0dYcMecUjaF2qAmkSYZAHoM80IV4YkhGQvZA1zhvBKpYJly5Z5A6VYLPr8QuYRMk+DIbhdu3b5NbEYMuAEmH19fZFpT+xcb0l6odX7DCFk5DSTSy2TNu9Tj8/I0/whjdERcgjMNcFSXZ10TvXsapiO/Vhvby+KxaLv35jzxMEZlBldGkwnkSV5YthOc3vr9XokqpP0XFpB6B3MxJEwVzKeFjMmT3PJ4OYCScpMc5xIZOhV4uKkXKm9s7PTE6dyuRyZNHB8fNwvtqrkibMb9/f3+/lnSNhyuZwfTUfypFMxpI0RE2kJ1GwQJwj70/v+TUGSkm5GtOf6faVR7IQuMspEcU7Gt3jxYq/MdUJMLk/U19eHHTt2+DDC8PCwX5euv79/mtVt6xDnxp8LGWt2jdkgznLP5G7/QpIHeK6vY6HkiX0Lp9Hht3qguJ0ypmu8jo6OYvfu3d5oYX/GwRgDAwORlUGA6LxQrdR7JmVCxySF5GZ63pliRuTJssJm1t5CCr9lwzb/gkqbsWGG67q6unyjs+7NsbEx7NmzBwMDA9i1a5f3NJGtM0F8dHQ0YiXa1dS10bdCmOYSyuotQu+1mTs1w/xhXxkorV5XZYzWsM7jRILDBHGGrDnSlCPknnnmmYh8DQwMeEXO4dBcfJv11DoA8AaLKvj5tF71+s3kKulYwoZAstF2v36YTRtjO+NaseyvSJroBNBBGRx1qnm5fX19GBwc9OSJXif2a5whXEd/a7sMOSv2ZdQilMKQFAKcC5mat9F2wPyQJqs4mz0IndFcQwl0c9LzxAQ7MnbOgcGRCP39/di5cycGBgZ8KIGjEcjQGQvW1eu13ur9Yt3nujHFNZg4smu3JRGoDPsv4lzf/N3qOdIcG2q/bW1t3pPL4dIkBCRPwNSalfl8Hjt37sTg4CC2bt3qvbdjY2MYGBjww6K5mLC1em3e4Pj4eMTbm5Z8zEYWQ2GGmYTDQ8hynuYXrXakSWHrtMfPBiHyxFGsHGWn5In/GQmhF3fnzp3eIUAngK69qnmEtr+yxGmmXp+5iKI0KzefBGrOR9vNN0JKLvTybGyYy0GQqXOyMJ1rSRUzFTYV++7du30jI3EiQ2cYzo6iaxZy0caY5r5Dv0NoJf4ciuGnUfgZodo3WChvbhqvsrZd9e5yio9isYhisehHAtlpOQYHB5HL5bxRQi+TneKDSz2E6sTt9Gbp+XW03WyeV6izTFNW5SitRyqk3zLP075BnBEaV7bZe5ppqMpGUGigkByRIJVKJT+KnO2IskNP0s6dOzE0NIQ9e/b4cB09Tsxt4nW5dmscOUpDmuKIS+h3K0ZGKGzaqsE/WzlLTZ7irL35Os4eGzq+GaNU8sQQHRPpmIPBGYi10QHwI+cYSqBrU3Mw9uzZE7kGFxy1L1bX2eP2uNXck+6vVeGzjSjpGq0IfkacFh4hj0az8q3kZcS93zTH6n7mE2rYgPPK0LgA9obXOBr12WefxZ49ezxp6u/v94MvdFV27UAsSWE4j7Kms5o38yq1Kmdp34E1ROKIVbNzZORpftGqrLAckOzFD5W3vwnrzbFtw6aDkDjpkmE6ezj7MnpxGQp/9tlnMTg4GDFUOAUPvbsAIjm6ek+2PYacAEkEM+kZ2OcQIkX2+DgSFYqezLVD4Hkz2g5IDk2E9qlVqg2L88yo54lgQp02Ln6Ye8EFEK07PU7R6WSBWnY2zyCJWLbSCLKw3G8GkjqFtJ6UNASMHl6G65gDxaHUXPphYmIiMi8ajRHO66TepiQvLu+LAzvme2qCJMTVLS1RakbyMswP0noFQ5gLj1Mz0qFgwjY9TezX9Lu9vd2HsDlNDmcHZ5iOhgonxqTHyXpvbbtN8hrZZzLTtpzWqNA6zIQszRbzmvMEpGfmcccnnS/p/DqBV3t7ux8qzcQ6hhJIoAB4he6cw44dO3xseHBw0M/pRO8TcxE0FKEeJvUuhRb71Uaa1DnMBM0aTVJoIVPev9lo1hkkETAqdc7nxLZPeevs7IRzDtu3b0etVsO2bdv8iJ9arYa+vj4MDQ1Fzkn5Yv6SzcNgnbguF5ed0PDDfD2LZs9lpnJl9V2W8zR/mA1xmkn5mbRH7S9ojOichDRWmGuYy02tgsH50Dh6ta+vz/dh9XrdL8sSIiO2/cYtZBzyxKa5z2Z9VJpzpPEYzlff9ryaqqCV6+kLz+fz0zxNDCNw0j4qKOZY0ArWZLrR0VE/+R47i1BYwBIhDSE0Q6hMWhYeVz7kCk1z7VCDy8jVwmAuvZStyo09RxrLWL27NgzOenD0Dj24mnOh1i+vZRW53lPoXkOWZzOEPLlx3ra4snFhhTgvsT0uqV4Z5hdzIWcLBfY5of5M5xGkd5ezgTN/kMY/SRPlkeduRmb4fEKrd6TxqqYplxZpQ+dp6jRTzMlUBWnL639gfvJ8CDJ1zmZMds5GpzOycrmVer2OHTt2YGRkxC84yrlnyNQ1FmynIrAkSdm7JVt6XNJzCz2ztCEY61XS69ly/IRCj9rw9wVp/k1FM7d40nFz9Y6S2oWivb3dj2SlV5cJ47nc3rnNOHmsjq5j6E6nGLATXwKIKPlQHSmTOrTaWsrNLGT7vJNCAyHZSnp+Cp47NF+OvWY22m5+kaRX495taLtum2uCQGi4Tr1N7M90hDgHNj377LN+DkKdwHlsbMwvoB1yAIRA2dI+zSLu2YS+Z+INSoo82evFYa7ez4LlPM1Eoc/kweoxJE9k6pb46EvkEhA6IZ/Gg601mtRI5voe4zxCIULarFyaa80kbJNh7pDmnbWi2HXfXNUPmN4WNMRGRc+ljSYmJrw80dvEkAEJwmy8s4q09z/X1nDoes2s+Qy/WUjyZKYh4RpJ4YdGPKfVGR8fj6xVZ0N0On3HTAhfkvc3TbkQZkM803iE0+qWVrCgCeMztYibdeYhC52NTFm6HWGn88BwdtVt27Zhz549Pg9DrWAm4tk8hDhGrRZwM7YdZ92G9oeeyWzyK2baGWVYWOwP7yHJU0Ll3t7ejlKphK6uLgB7Q+GNRgPbtm3zMsbQHZc9sp6eUGggTZ3mI7chhPm+zkLcQ4Zwn7Sv5KxZXShbmvPEkaz0unJR+ueeew4jIyORmfo1KZznC10nrn9K6iviPLj6P87At//tdZKMIRsVCZ07rWetVcw7eZpNCGGmRCukhOlp0rmYyNQZUlBvExdODNWjFbdjq5b0bL1tGX49kCQ3C63cQ8owVAcNAeji11wfiwYKyVTSBJZprdtW988F5lLmmnVaGX4zkeRZZuREcwuZIM6cJvZlmtu0Pxhfv05ITZ6oCIHpXo4kBZg2pycN4phlaJu1hMnWuRhpLrc3D2P37t1+rhldt455GPbaaVz9cWXivEP2Oc7EhRp3rTTH6jEhzMbFm2H2sCHjhUTad63hBE1ibTQa2LFjBwYHB/HUU09hdHQ0kuOUZOXO5l73ZRudDys3w/zAyta+krU0UQPr2WV/5pzzk1xu3brVe5yY46ShOut1aqU/m+l9JZ1joYyH+XiXLXmeZqvQ5uMGmrn31ArW/CfnnM/D0PmbdMZwe97Z5kjs7wo1jauU+/b3e3k+Y38IJSS937jQsWJiYsLnEXISPjvCJ+310uyfadkMGUJYaOKUBEswdFQdU0gajQbq9brPdWL0JBQS/3VDmuc3H/c947DdvnABhvKB4nKeWIaNjKMSuFApGxlH/Gzfvt03ODa2UCemVmVcflIzzPRFxnnaZpLr1KxOzTyKGRYeCyVzNkcgycOr/zkPU6PRgHPO5zZt27bNLwExPj7uPb9qBTvnIiPm7IKkvw5IG8JP8oZkmFvweaf1OMXpxVbfkfVOhmTN1suGxAH4PotzpHEOtZGREe/d1fPb6yX93pdI44VL+h86z1zL0fNqhvEQ0lqs2ugYHyZT19EIcQx9Jm7NhfDQzOf59xdBypDO6zuXSmImuXeUK4YJ6vW6DydwRn6bENosVNwscXxftNG01wyF71p5jxn2b8w0EpOmb2nm+WfkhP2Yzhau0ZOQs6HZtTOkQ8vkaV+GE+JyCZLCCCRNwN6hnJwEc+fOnRgeHkZfX18kx0nX3+LxqvAX0gVqyVdSh9MK2bPlkvKmko7LsDDQNphG3mYbXgem5+ElDZoA9obpRkdHAQA7d+6Ecw4jIyNoNBrYvXu3J1S53NQ0IXEDMtTzq9cK3Se/5yvPaCYWepr6JiUDZ56nhUcrMhPSwzORuTh9m2RQOLd3Wh32WfTobtu2zTsDxsfHI14qPda2MZsjPNO6x2G+HQhxMrkQPGVWnqf9gThZxIXxaBlzgjC6NhuNhh/5E7qOtZRD10iq8/MFs7GmMywcZkKg0nqk0irzUDlawpQtnRST0xGE2k7aOjUjJHOB0DOb6TXiCJ0SYbs9w/Mbc+FVDMmabtPQeFtbGxqNhvc4Ue4mJycj8xjGtetWsZBRjtkSuaR30aoOisOMyFMaa8gqidkQrZACTaPYqdA5+SXDCDrnDBW8Tp7Z1tY2bWJMvadW2HorZMO+8LiOI225uGvYeqU5PlPuCw8rO616oGYD6/3ROoWUDz1PTFJl2M56mwD4Uawhhc7cJ50brRmSvKdJx7RS3h7Xyv5mBCpJDrMZxucfcYR2Jl7eJK9i0nGhcir/lLFarRbZR4fAnj17IqG6uHXo4q7XrJ9KWy7pftLsn+m5mzk45qNvm9ecp7lU8iEW3Qyah8HZVcfGxry7kyE8MnWrtOMEynqjQgRxppbyTJX5TD1hIaFIy9gzLBwscQoZEqFjdH8r70+NkzhyorJI5a51bDQaAOBli+VCMmTrPVNvTyvl4u6J9Wzl3CFFHvfckohThv0HM+2/ZiJ3zcLi/K3eXRtNsUsYJenzVu5tpm1zIdr0XBs/rWDGa9sBrXmT0ij7tNcKeb6oqFQ50/p1zqGvr8/v52rTzLnQRRWTvGpUeqE1qew96v+ZKMi4Y+KspDTnitsWUvz2eSedK8P8IkScWpWhmeRjWIKTRNK4j8OmAUS8udyn39a7pKSKI/CS6h1qw3NlsIXuP+76rVj39tz2eA5oIdJ4+TPMHCGZsr+JuEhEq4Q7jTxp2+BAC3p06QQgdAJMNVLirhu6RjNYY8AiqU+Ku05cvxLXj8Zta1a3pGNng30y2i6tggvdZKhTj7McSZRyuRxGR0eRy+X8OlvMc0p6oUl1alVxzhZxFv9sz6XbkohaRpr2D8QpeyBeGTXzVMXJgCqluA4mdF67Tl2SHIes9CRFmoTZttGkZ5b2mmkMqNCzadYxZVgYzNRA4bHA3HvuQ46BJPnh/2ZGb6vt27bZmfbhui8pvJaGjKUlTvPRh6UmT80Yeppj7TYg3cgxIu4ccQ3DOefdmbTmbMOjVWwbJYDIPpbXhtwKrNU5W7TSgJudI25fXCfdyrpjGeYPc9WWQufV33qdkEIOWbuqrEJraiXJUdzgjbi6xpF+ey9zhdl0gqH/SeejBz3D/MPqvBAxSdOP6ba0Otae27ZfW8Ya/mmIRtx5Q5httKGZUZH23K0YUmnJ4FzphFnPMD5bBd7KjSQpxDgFqiE8WzaXm0qsszOxJoXmWiUuaZTkbGCJ2Wwb3GysrwzzD6ucZ0rk0+wPkf6QMZF0Tl3mCEBkkr+Qko6T1VZDlaHfoXKtWuBpz5mkP6xOCJXPZG9hMFMZsm03bdjOlrFtPC582IxchQwcW49W5CL0f776sFbrE9qfJD9zSZqIWeU8AVF2nTbkpcfO9Lp6zTTeKxsTtso7rkOwHVRSw5zJy0oigqEGGxJa+z3TRpgkIK0QsgyzQ5w1m9ZwSXo/rYYUbNiWuUjN2pnKS5zcxt2DnXGc5UKyllapxoX442RLZT9JHkPXStrOc+rcc/zfTKdlmB8kyVBStCVNW447b9K1bJ1s+4k7NrSvmYwmyWYzNDMo4vovvX5o+0z7zbj9s/WixaFl8pTEuJMefivsPkmRc78lNs3ckdpQbGNslfTEKe60L6aV49IQqGbnnMmzj3uv88HgM0TRTFEScWFV/rbHpwkjhK5L6OLgSfXS63F/q4ReDRheW8+b1KZDijhpW6hMXMfSzMCw9eZ2mwjO/0kylRGohUdc/9asvTUjUGkJQbM2HdIB9jvU/mz5pPqFyFyobFoDJnQN/k+KlKQ1VuLO26zcbDHjhPGkBpO2s45rCM3Kh5h46CWEGk3ouDTkKa7BtMKAW9mf9rhWnpl+a95J6HmmrUeGfY84ohT6tr95fBqk9YjM1LiII3u5XG5a3k/aa9jjbGcYMhbs/6R7tjpJP+pd0nXG7MKucZ0I7zsjUQuLEIlO8l4kGTFJ509Dslrt9NOQ/GbHzuX2uPrEGXxx25LKNNsf8mzPBWYctktyZ4bK8jcws9EISew0zl0Zdz7tBGxyahKRCNVpJhZjWuFKEoQ4r1Bc+dC+uPvVTisjT/snkhR6EnGab7TiEU17PobweLwlgnHXcG56rmNITux5QvotqaMLkSaVHQ4xV0IVmorBeupInrKE8f0bofYSVy7t+dJgJuGoUN+mbTXUn6RFK4QmTn8lkaNm/VuSIZSmnq2i5dF2oe1Asis9jm3OBcmIU4ZaJ7tNoSw09JDThk5CZdK6b5NIZzMFH6pLnDWbVAcer50Vy6kFHVffDHMLS1ybGSbNztVKOKCVNhM6tlV3ftJ5Q4q9mVzqPmtlWsITgiVMSc8mpPd0qoYQoYrTAbrPTiyaYf7QihwRIdLb6nuK6+TTEJdWwm/Njo1r563eT6se7TR9mD1Xq8Z/2rrMBHM2z1Ook497mGlIVNLNxhGmmTyg0PHWAgzVMekFt9Lo7AvX7c2EKa7xhZBGGO1HyVNIWWSYH6Qh7c22h9pPHKlJsvbs/maymtZiTVNGR+W1ol/sOdLcl0XICxSHuPpYGbIKP+5Z5vN5T8CysN3CIOl9hN5vq+SiFfltdu6F8Kq0imZe8Gb3H6evbP8aR57i3l0z2Z0N5n2SzDSWWtIxcWw/6RohtBpOmIsH3so50pa1jSzu+FZIpW3gtJTt/pnUN8PMkETc0x7PY+M6AC1nEXfNVq3LVtCMgOwr6OoDcfuBsFUc+g9MzQqtVrK+M/3YqR4yzB2SjAog3JE3M6STZCSuP2ul/2nVkGpWLtReQ2SmWZ1mY1g1M+DSIo3RM1fGyKzJU5KCT2LVttHOtIOOe9FEWsLV6kuLawgz8TqF6tDM0rX1aJVhx13b5muERljt687s1x0hKzcNktzvIUsuzbmStoc6nmaEbyZGS5LnNc01Wt2vZdra2vxkuaxLqFyoA9LtNmeLH0K9bAD8SgjMl8owf0hjpIT6q5CBoueLu07S9lYMnCSkNYq03cbVo1VS1krfmkTMWtFVcfcFTF/yaK7kacaTZIYeUJpw3FywvpCCius45uq6oQ4trtGFrhlqIM0aTBo2bpW0vXacMo/7recIjUrQkUIZ5g/6LubT89Ts+KTftp52e6ve3hBaDTnadmkVaxKJTHMfac4VklvnonmE2mm0tbWhvX2frJSVQZCkP+PaYej9z4enPs01ZnKeZn1LUj8y19dK2p6kg5rtny/jY04l1ip7+z9OCSWdK26bJU7NXlSI/LRybXuNpATQtJZDK+QoCVTAaTsZW2/L0u2xDBtw1vVM0c8vWmmrac/VKoFKqyTjyFNagpKGIIZyH+z1lYgouDRM6FxxRoS9Rmi6g7h6hWRL9+fzeT9tAT/t7e1epsbHxyMhvQzzixBh0u1pDIDZEJmZ9INJ9YuroyLJ+2TLxfW5zeqYljiFZEbrmCSrSfeQpLf22VQFoRceUvZxFlpcqC6JOSY1lFYa7kzYcivHJh3TCmNPOj6pTNpOMW0j03dkSVXmeZpfxCkTWyYpjBYKM6QlULMhT62G2XRfSCekrUuc+z70P47c2O9mhlka8sh66fQE9t2EQnlxnVqG+UFcG2zVazuTa6bp/9Log5luS6pbUj1mcx79n5aQxRk8aUnTXMpTS1MVAM0TOEMKp5Vci9A1Q0h7zjjWnSaem0ZZp4Fl11apJsVrW1H2za5vt4WOnZycnLYsBsHtmgOSYe4xEyWVFLYOEaekziDUVkPXiqtjXP3T3E8SeUpzjPUShUbrhZBknCQZCnEdm/6nJ0lH0OnCrs5NJYUr0eK1M/I0f0gi7dweR6KbYS4NFP2dVJc0MmfrlcbLrbqgWWg8dP20xkpcfeL60BCBslPrAFNRE5tbGHoGaTEnniduZyVsGf0fImFzHSNO0yjTsOHZIqnh2DLNyFxIiNN0gnpuhSpv+36UQHE7FX5bW1s2+mee0QppSFsm1H5majg0k5VQmD7NuUJKPa6zSKvs0tYhzpueJLNJ59PvfD7vCZGSOZ0w0xpV7e3tKJVKyOfzmbGyAEjSo/N93VbLhfrTZudLOqaVeswWcf1XmuffjMg204dppi1pBXPmeYoLERCtrE2Vti72t61HKw8kbYfQyjlC9bD/01g8FiHi2czCiCNyVmnzP4kSgGlzzmSjf+YXrVikce0kZKzod9w1CZ0QNQ2RCsmLzTdKY4VatEKcQsZFszrYbXosw2y6CkGz+9bzUH7a29uRy+W89atQYpTL7c1/opLv7u5GsVhEoVAI3m+GucG+Ik3a3pKMiGZkJy0hSGNoh8ql6UfjyJnVT6HfcfVK0mtJzpmQ91mf936V82S3z+Thp712s3OGyEqScKQ5Z+g8ae8prhOzv1s9VzNPVZLA6TOKW7meFi8bIq3muY4bZ5gOq1CbWVozDYvrNez1dN01W07LJ5GnOIMk1N6atdeQwgvtb6YYVYnaDkzbdmjKDqt8rRxoWJtlKEc2DMffOot4Pp9HoVDw5+zu7sZBBx2EUqmUeE8ZZo99QaCIVkhOmmPnoh5aByvLcQZ9HNIQpzT30ezerCzGYcGnKggp8jS/7TmSwghpYsTNOu6QwrcvrdUGl9RBhc4XYsfNXKZxnWMIti6h33EdlO0MaA2rkm9vb0c+n59mMRcKhdiYcYa5g32Hobm2uN9abuo95H89V7NrhfbHta8QmVAkTR6ZRHh0u81VCJEP/dCTw287tQbbeOjbbuOH3iCeg3KgsqMyxP16nD4Ljq7L5/MoFotwznnyVC6XAexV8JVKBStXrsw8T7/BmGsj1RKzZvJPsI2Gysb1f6FzaB1aIUzNdJDqyrgpdoAp4jQXBGpWY87jmGqzsnb7bMN3M2kMoTKtNtS05eM8cmnO0azTZJlmpMy+K7WC9ZuKXcmVkqqMPM0/0raTJEMkifCHrhd3jVAbiiNBIfKURNy17YWO1fmPLFGxXh791utoeSAaQgsZDPzwGJIhPVa/9drcXiwWg+SJ9SoUCl7OSJ4mJyfR3t6OSqXi/5fLZXR1dWVTg2TYrzAbT3crmK8+fK7WaM25femvzJAhQ4YMGTJkeJ4hcyFkyJAhQ4YMGTK0gIw8ZciQIUOGDBkytICMPGXIkCFDhgwZMrSAX1vy9OSTTyKXy+ErX/nKgl/7nnvuQS6Xwz333LPg186QQfHv//7veMUrXoFqtYpcLocHHngAV1111YIkfFp85StfQS6Xw5NPPplYbl/VL0OGhUaor1i/fj0OP/zwfVYni7T9WVr5/nVBNowjQ4ZfU4yNjeHCCy9EuVzGZz7zGXR0dGDlypX7uloZMmSYB1xzzTVYs2YNzjvvvH1dld8I/NqOtnPOoV6vo1AoLPjyBpOTk2g0Gn7IcoYM+wKPPfYYjjnmGPzlX/4lfud3fsdvHx8fx/j4uJ9TaKHwla98Be94xzvwxBNPJFrW+6p+GTIsNO655x688pWvxN13340zzjgDwF6jZ3JysuXJUTs7O3HBBRfMebQlVMcQJiYmMDY2hlKp9BvhOf619Tzlcrl9pnzb2toyxZ9hn2P79u0AgN7e3sh2zjG0v2J/r1+GDDSQ50PPP18nRf1NW4dxztwizFP4xS9+gbe+9a3o6enBsmXL8KEPfQjOOfzqV7/CG9/4RnR3d2P58uX41Kc+Ne0c27dvx6WXXooDDzwQ5XIZJ5xwAr761a/6/WNjY1i8eDHe8Y53TDt2YGAA5XIZ73//+wGEc57Wr1+Pzs5ObN26Feeddx46OzuxbNkyvP/975+22G1fXx/e9ra3obu7G729vbjkkkvw4IMPpsqjCsWIzzjjDBx33HF46KGHcPrpp6OjowOrVq3CrbfeCgD44Q9/iJNOOgmVSgVHH3007rrrrsg5t2zZgt/7vd/D0UcfjUqlgiVLluDCCy8Mxpd5jUqlgkMOOQQf+9jHcNNNNwXj0d/97ndx6qmnolqtoqurC6997Wvx6KOPJt5fhv0f69evx+mnnw4AuPDCC5HL5bzVaHOK2Db+6q/+KnKOa665BrlcDnfccYff9thjj+GCCy7A4sWLUS6X8dKXvhTf+c53pl3/0UcfxZlnnhlpg2ln9Q3lPOVyObz73e/GLbfcgjVr1qBSqWDdunV4+OGHAQA33HADVq1ahXK5jDPOOGNaO//Rj36ECy+8EIcddhhKpRIOPfRQvO9978Po6Oi06/Ma5XIZxx13HL797W8H81AmJyexYcMGHHvssSiXyzjwwAPxu7/7u9i1a1eq+8ywb8F29thjj+Giiy5Cd3c3lixZgve85z2o1WqRsmx/X//613HssceiVCrhe9/7HgBg69ateOc734kDDzwQpVIJxx577DRZAoCnn34a5513HqrVKg444AC8733vQ71en1Yurq199rOfxdq1a1Eul7Fs2TKcc845+I//+A9fv+HhYXz1q1/1k86uX7/eHz/XdQwhlPN0+OGH43Wvex3uuecevPSlL0WlUsHatWt933j77bf7ezrxxBNx//33R8750EMPYf369TjiiCNQLpexfPlyvPOd70RfX9+06/Ma5XIZRx55JG644YbY/Mmbb74ZJ554IiqVChYvXoyLL74Yv/rVr1Ldp4ebI3zkIx9xANyLXvQi9+Y3v9l94QtfcK997WsdAPfpT3/aHX300e5d73qX+8IXvuBOPvlkB8D98Ic/9MePjIy4Y445xhUKBfe+973Pfe5zn3OnnnqqA+A2bNjgy73zne90vb29rl6vR67/1a9+1QFw//7v/+6cc+6JJ55wANxNN93ky1xyySWuXC67Y4891r3zne90X/ziF93555/vALgvfOELvtzExIRbt26dy+fz7t3vfre7/vrr3VlnneVOOOGEaecM4e6773YA3N133+23nX766W7FihXu0EMPdX/4h3/oNm7c6NasWePy+bz7xje+4ZYvX+6uuuoqt2HDBnfwwQe7np4eNzAw4I+/5ZZb3AknnOA+/OEPuxtvvNH98R//sVu0aJFbuXKlGx4e9uWefvppt3jxYrdkyRJ39dVXu09+8pNu9erVvu5PPPGEL/u1r33N5XI5d84557iNGze6j3/84+7www93vb29kXIZnn+499573R//8R87AO73f//33aZNm9z3v/9959yUrCpe97rXuZ6eHvfUU08555x76KGHXLFYdJdeeqkv88gjj7ienh63Zs0a9/GPf9xdf/317rTTTnO5XM7dfvvtvtyzzz7rli1b5hYtWuSuuuoq94lPfMIdddRR7vjjj5/WBkMI1Q+AO/74492hhx7qrrvuOnfddde5np4ed9hhh7nrr7/erVmzxn3qU59yf/Inf+KKxaJ75StfGTn+yiuvdOeee6675ppr3A033OAuvfRSl8/n3QUXXBAp9/d///cul8u5448/3n360592H/rQh9yiRYvccccd51auXBkp+zu/8zuuvb3dXXbZZe4v/uIv3B/90R+5arXq/tt/+2+u0Wgk3mOGfQ+2s7Vr17rXv/717vrrr3dvfetbHQD3tre9LVIWgDvmmGPcsmXL3NVXX+0+//nPu/vvv99t27bNHXLIIe7QQw91H/3oR90Xv/hF94Y3vMEBcJ/5zGf88SMjI+6FL3yhK5fL7gMf+IDbsGGDO/HEE71MaF9xySWXTGtr69evdwDca17zGrdhwwb3yU9+0r3xjW90GzdudM45t2nTJlcqldypp57qNm3a5DZt2uTuvfde55yblzqGcNNNN02T75UrV7qjjz7aHXTQQe6qq65yn/nMZ9zBBx/sOjs73c033+wOO+ywiDyvWrXKTUxM+OM/+clPulNPPdV99KMfdTfeeKN7z3ve4yqVinvZy17mJicnfbmf/vSnrlQqucMPP9xdd9117s/+7M/cihUrfL+n+NjHPuZyuZx705ve5L7whS+4q6++2i1dutQdfvjhbteuXYn3qJhz8nT55Zf7bePj4+6QQw5xuVzOXXfddX77rl27XKVScZdcconftmHDBgfA3XzzzX5bo9Fw69atc52dnZ5I/OM//qMD4P7u7/4ucv1zzz3XHXHEEf5/HHkC4D760Y9Gjn3xi1/sTjzxRP//tttum0baJiYm3Jlnnjkr8gTA/fVf/7Xf9thjjzkArq2tzf3Lv/yL38571OuMjIxMu859993nALivfe1rftuVV17pcrmcu//++/22vr4+t3jx4kjDHhwcdL29ve6yyy6LnHPbtm2up6dn2vYMzz+wHd5yyy2R7SFy8uyzz7rFixe7s846y9XrdffiF7/YHXbYYW7Pnj2+zKte9Sq3du1aV6vV/LbJyUn3ile8wh111FF+23vf+14HwP3rv/6r37Z9+3bX09MzK/JUKpUix95www0OgFu+fHnE0PjgBz847Toh+bn22mtdLpdzW7Zs8dvWrl3rDjnkEDc4OOi33XPPPQ5ApEP70Y9+5AC4r3/965Fzfu973wtuz7D/ge3sDW94Q2T77/3e7zkA7sEHH/TbqKcfffTRSNlLL73UHXTQQW7nzp2R7RdffLHr6enx7Y7927e+9S1fZnh42K1ataopefrBD37gjSALJRDVajXSp85nHUOII08APJFzbqp/q1QqEdmjPOt1QnL7N3/zNw6A+3//7//5ba9//etdR0eH27p1q9+2efNm197eHtElTz75pMvn8+7P/uzPIud8+OGHXXt7+7TtSZjzbGZNTM3n83jpS18K5xwuvfRSv723txdHH300/uu//stvu+OOO7B8+XK8+c1v9tsKhQJ+//d/H0NDQ/jhD38IADjzzDOxdOlSfPOb3/Tldu3ahTvvvBNvetObUtXxf/7P/xn5f+qpp0bq8r3vfQ+FQgGXXXaZ39bW1oYrrrgi1fnj0NnZiYsvvtj/P/roo9Hb24tjjjkGJ510kt/O31qnSqXif4+NjaGvrw+rVq1Cb28vfvrTn0bqvm7dOrzoRS/y2xYvXoz/8T/+R6Qud955J3bv3o03v/nN2Llzp//k83mcdNJJuPvuu2d1rxmeX1i+fDk+//nP484778Spp56KBx54AH/1V3+F7u5uAEB/fz9+8IMf4KKLLsLg4KBvL319fTj77LOxefNmbN26FcBeWX75y1+Ol73sZf78y5Ytm9YGW8WrXvWqSDiDcnL++eejq6tr2vY4+RkeHsbOnTvxile8As45Hyp45pln8PDDD+Ptb387Ojs7ffnTTz8da9eujdTllltuQU9PD84666yI/Jx44ono7OzM5Od5BKvXr7zySgCIhKuBve1gzZo1/r9zDrfddhte//rXwzkXaQdnn3029uzZ43XzHXfcgYMOOggXXHCBP76jowOXX3550/rddtttyOVy+MhHPjJtX5q1UReijklYs2YN1q1b5/9TPs8880wcdthh07bHyW2tVsPOnTvx8pe/HAB8vScmJnDXXXfhvPPOw4oVK3z5VatW4TWveU2kLrfffjsmJydx0UUXRZ7F8uXLcdRRR7Ukt3OelakPAwB6enpQLpexdOnSads1brllyxYcddRR00anHXPMMX4/sDeZ9Pzzz8df//Vfo16vo1Qq4fbbb8fY2Fgq8sR4sWLRokWRPIUtW7bgoIMOQkdHR6TcqlWrmp4/CYcccsi0xt7T04NDDz102jYAkTqNjo7i2muvxU033YStW7dGFjXcs2dPpO7aUOPqvnnzZgB7G3AI7DQz/Obg4osvxs0334x/+Id/wOWXX45XvepVft/jjz8O5xw+9KEP4UMf+lDw+O3bt+Pggw/Gli1bIsYAcfTRR8+qfiHdAiCV/Dz11FP48Ic/jO985zvTcpIoP9QxITlftWpVxEjZvHkz9uzZgwMOOCBYVybrZ9j/cdRRR0X+H3nkkWhra5uWN/eCF7wg8n/Hjh3YvXs3brzxRtx4443Bc7MdbNmyBatWrZqm/9PIxC9/+UusWLECixcvblrWYqHqmITZyG1/fz+uvvpqfOMb35gmU5Tb7du3Y3R0NFZuFZs3b4Zzbto7J1pJ1p9z8hTKto/LwFcC0Aouvvhi3HDDDfjud7+L8847D9/61rewevVqnHDCCTOq30Ih7tppns+VV16Jm266Ce9973uxbt069PT0IJfL4eKLL06diKvgMZs2bcLy5cun7c9GO/3moa+vzyeg/uxnP8Pk5KQ3Zthe3v/+9+Pss88OHj9b46IZZio/ExMTOOuss9Df348/+qM/wurVq1GtVrF161asX79+xvJzwAEH4Otf/3pwvzXQMjx/EOfNUS8IMCUTb33rW3HJJZcEjzn++OPntnItYn+o42z6vYsuugj33nsv/vAP/xAvetGL0NnZicnJSZxzzjkzlttcLofvfve7weurx7kZ9psecuXKlXjooYciChvYO7qH+4nTTjsNBx10EL75zW/ilFNOwQ9+8AP8n//zf+a0LnfffTdGRkYi3qfHH398zq7RKm699VZccsklkVGKtVoNu3fvjpRbuXJlsJ5225FHHgkAOOCAA/DqV7967iuc4XmHK664AoODg7j22mvxwQ9+EBs2bMD/+l//CwBwxBFHANhrmTVrLytXrvSeTcXPf/7zua90Cjz88MP4xS9+ga9+9at4+9vf7rffeeedkXLUMWnl56677sLJJ588rVPN8PzC5s2bI16lxx9/HJOTk01n+V62bBm6urowMTGRSiYeeeQROOci5CyNTBx55JH4x3/8R/T39yd6n0Kkb6HqOB/YtWsX/umf/glXX301PvzhD/vtVrcccMABKJfLqeXWOYcXvOAFeOELXzir+u03Mziee+652LZtWySXaXx8HBs3bkRnZ6cfdg3szT+64IIL8Hd/93fYtGkTxsfHU+c7pcHZZ5+NsbEx/OVf/qXfNjk5ic9//vNzdo1Wkc/np3nqNm7cOG2KhbPPPhv33XcfHnjgAb+tv79/moV89tlno7u7G9dccw3GxsamXW/Hjh1zV/kM+z1uvfVWfPOb38R1112H//2//zcuvvhi/Mmf/Al+8YtfANiroM444wzccMMNePbZZ6cdr+3l3HPPxb/8y7/g3/7t3yL747w08w1amCo/zjl89rOfjZRbsWIFjjvuOHzta1/D0NCQ3/7DH/7QT4lAXHTRRZiYmMCf/umfTrve+Pj4NKMmw/4Lq9c3btwIANPyZSzy+TzOP/983HbbbXjkkUem7bcy8cwzz/ipaQBgZGQkNpSmOP/88+Gcw9VXXz1tn7bparU6rd0tVB3nAyG5BYANGzZMK/fqV78af/u3f4tnnnnGb3/88cfx3e9+N1L2t3/7t5HP53H11VdPO69zLjgFQhz2G8/T5ZdfjhtuuAHr16/HT37yExx++OG49dZb8c///M/YsGFDJCEUAN70pjdh48aN+MhHPoK1a9f63Ki5wHnnnYeXvexl+IM/+AM8/vjjWL16Nb7zne+gv78fQPMkvfnA6173OmzatAk9PT1Ys2YN7rvvPtx1111YsmRJpNwHPvAB3HzzzTjrrLNw5ZVXolqt4ktf+hIOO+ww9Pf3+7p3d3fji1/8It72trfhJS95CS6++GIsW7YMTz31FP7hH/4BJ598Mq6//voFv88MC4/t27fjXe96F175ylfi3e9+NwDg+uuvx913343169fjxz/+Mdra2vD5z38ep5xyCtauXYvLLrsMRxxxBJ577jncd999ePrpp/Hggw8C2NsGN23ahHPOOQfvec97UK1WceONN3rv8kJj9erVOPLII/H+978fW7duRXd3N2677bbgfEzXXHMN3vjGN+Lkk0/GO97xDuzatQvXX389jjvuuAihOv300/G7v/u7uPbaa/HAAw/gv//3/45CoYDNmzfjlltuwWc/+9lI4m2G/RdPPPEE3vCGN+Ccc87Bfffdh5tvvhlvectbUqWBXHfddbj77rtx0kkn4bLLLsOaNWvQ39+Pn/70p7jrrrt8n3HZZZfh+uuvx9vf/nb85Cc/wUEHHYRNmzZNy6sN4ZWvfCXe9ra34XOf+xw2b97sQ1Y/+tGPIjJ74okn4q677sKnP/1prFixAi94wQtw0kknLUgd5wPd3d047bTT8Od//ucYGxvDwQcfjO9///t44oknppW96qqr8P3vfx8nn3wy3vWud2FiYsLLrToSjjzySHzsYx/DBz/4QTz55JM477zz0NXVhSeeeALf/va3cfnll/u5Ipsi9bi8JuCwzx07dkS2X3LJJa5arU4rf/rpp7tjjz02su25555z73jHO9zSpUtdsVh0a9eujZ0WYHJy0h166KEOgPvYxz42bX/cVAWhuoSGRu/YscO95S1vcV1dXa6np8etX7/e/fM//7MD4L7xjW/EPQbnXPxUBfZ+nds7lPO1r33ttO0A3BVXXOH/79q1yz+bzs5Od/bZZ7vHHnvMrVy5ctrw1Pvvv9+deuqprlQquUMOOcRde+217nOf+5wD4LZt2zatrmeffbbr6elx5XLZHXnkkW79+vXuP/7jPxLvMcP+j7RTFfz2b/+26+rqck8++WSk3P/9v//XAXAf//jH/bZf/vKX7u1vf7tbvny5KxQK7uCDD3ave93r3K233ho59qGHHnKnn366K5fL7uCDD3Z/+qd/6r785S/PaqoClQfnpmT8E5/4RNP7/tnPfuZe/epXu87OTrd06VJ32WWXuQcffDA49cg3vvENt3r1alcqldxxxx3nvvOd77jzzz/frV69elpdb7zxRnfiiSe6SqXiurq63Nq1a90HPvAB98wzzyTeY4Z9D7azn/3sZ+6CCy5wXV1dbtGiRe7d7363Gx0djZQNtT/iueeec1dccYU79NBDXaFQcMuXL3evetWr3I033hgpt2XLFveGN7zBdXR0uKVLl7r3vOc9fmqLZvM8jY+Pu0984hNu9erVrlgsumXLlrnXvOY17ic/+Ykv89hjj7nTTjvNVSoVByDSL8x1HUOIm6ogTf/mXFien376afdbv/Vbrre31/X09LgLL7zQPfPMMw6A+8hHPhI5/p/+6Z/ci1/8YlcsFt2RRx7pvvSlL7k/+IM/cOVyedr1b7vtNnfKKae4arXqqtWqW716tbviiivcz3/+88R7VPzarm03H/jbv/1b/NZv/RZ+/OMf4+STT97X1WkJ733ve3HDDTdgaGjoN2oK/QwZ5gIvetGLsGzZsml5Uhmev7jqqqtw9dVXY8eOHdNGg2f49cB5552HRx99NJiDOVvsNzlP+xvssg0TExPYuHEjuru78ZKXvGQf1SodbN37+vqwadMmnHLKKRlxypAhAWNjYxgfH49su+eee/Dggw8mLoqaIUOGfQvb723evBl33HHHvMntfpPztL/hyiuvxOjoKNatW4d6vY7bb78d9957L6655pr9fnTNunXrcMYZZ+CYY47Bc889hy9/+csYGBiInZ8nQ4YMe7F161a8+tWvxlvf+lasWLECjz32GP7iL/4Cy5cvnza5boYMGfYfHHHEEX4dvC1btuCLX/wiisUiPvCBD8zL9TLyFIMzzzwTn/rUp/D3f//3qNVqWLVqFTZu3OiT8/ZnnHvuubj11ltx4403IpfL4SUveQm+/OUv47TTTtvXVcuQYb/GokWLcOKJJ+JLX/oSduzYgWq1ite+9rW47rrrpg3OyJAhw/6Dc845B3/zN3+Dbdu2oVQqYd26dbjmmmtiJ8ScLbKcpwwZMmTIkCFDhhaQ5TxlyJAhQ4YMGTK0gIw8ZciQIUOGDBkytICMPGXIkCFDhgwZMrSA1Anjb3nLW9DW1ubXndMFQ51zkWVC3P+/Ng7LcFZr55wvz08ul/MfDqPnuSYmJnw5vWahUEBbWxva29uRz+dRr9dRr9exa9cu7NixAyMjI9i9e3fkGvl8PlInrSsRmjk8bjbxpFnGuS9NmVBdko7jMi363EulEpYtW4ZqtYpDDz0UlUoFS5YsQXt7O8bHxzExMTHtvrmoYltbm38++Xwe7e3tKBaL/pvbWC99hrpOWIa5AxerHRwcxPj4uH/eY2NjcM6hUqmgUCig0WhgYmLCvxeVE13Yme1FYRf8tfvb29sjbYbtCIBvA21tbZHj+J8yxzpw6L8er3VgvSnvBNvexMQEJiYmMDk56a9HedYlHFRX8Lu9vT0iT6wf68GPPisrh81WFKAM2XJah3w+7+8hpPP4TAuFAnp7e3HMMcdgbGwMTzzxBBqNBj796U8n1iHDzMBF0W27iYOW09+UB8pee3s7qtUq2tvb0dnZiUKhgK6uLhQKBZTLZbS3t3t51jbpnEM+n4/Ihl7LIpfLYXJy0i+xFWqHwPS+lPJj5Yr1oexNTk76Y3O5HGq1GrZt24ZarYa+vj6Mj49Pk6eQPDTrZ+O2N5M93Z/2+Lh6ETt37ky8JpGaPOnLtBWKu0G7yO9cwCpCYG+n0mg0/BwtqtDjGhMw/cGlecGtIPSsZnucrTPLjY+P+w87G0t0FezoVJHbhm8bpm7bF0vU/Kago6MDExMTfjkQVaxUZsDe9k9yRfJExaftJIk8UaHaNRLZNgi2KWDq3du1p7QOADx5onJuVgftRHh+tlMqcEue4jqZEHmyZbTNhzrFVowglTG9HuvA+wjJHI9nx1sqlVCv170uy8b0LBzUCJlpWZWptrY2jI+PI5fL+W/KLduDdTzoOUKyazE5OYlGowFgqh1agmANE9Uh2sZYTsm+1q/RaEzrY/V5/CYhNXmyCsgKPx+2BZU5z2GtVZZRRajeFV6T26k0c7kchoeHUavVsHv3buzevRujo6MYGhqa5nHitUOMU6+RRBCswlUkWQVxhKwZsYrzQpGQ8jm2tbVhYmICg4ODaDQaKJVK6OjoQKFQQKVS8VaOJVT0DOiHniZ69rSDsu8nw/zh1FNPxfDwMH784x+jv78ftVoN4+PjGBsbw+TkJEZGRoIeSCrlUBu15MV6nuzEkCzPd8/zA1EZsFZrkrKPIzhKjELt3lreev0Q8VLZUmKp96vnCZEnS8ziEKcvrCcwyYhjecre0qVLvUyOjIxk5GkBoO0pyTMRchxo26IM0pDP5/Oo1Wpob29HrVZDoVDwHim2NZKRuDavxoc1ijRKE6ovZStuv9Uhdp/KheoYNWj4HEJGgb1mK16nJKRx4DQ752zlasbzPIWUXIgYsWxSoyPUU5Xk5eA16vW6J0xDQ0NoNBpoNBqeXIReYuilhly2zYiNtS6blUuLtMdQubPBs9Os1Wpoa2tDo9FAe3s7yuVy8Nmrm5kuWoYXaK1bL5S+j980K2Mh0dPT4+WA3kQqY/U0ERMTExHPI9+r9VjxNzAlf6o8VVlzO+thQ05EyHK2itrKig0VWvJkiRER0gda17iyqmvSeJ64j9uTjKOkby2nH9sBqjwWCgWUSiUMDQ2hWCxmnqd5RpyXsdkz1/eossRj+V7VOKGDgU4AotFoBNu9ykkcwVGjJ25/qG62XVv5VrkO/Q95aOca83HeuTznjDxP+s19qoCsN0ctWPU+hZQaG1cul0OhUPDXcM6h0WigVqt5j9PAwABGRkYwOjqKWq0G51yEDBBqHSflPGk91BPFe0yyYEPPiOVbZcBJx8eF1WjBDAwMoNFooFqtol6vewJFxczjC4WCt3T5m+EFew0+MyVVGeYPu3fvxp49e/DUU0/h2WefRbFY9O5/5xzq9TrGxsYiBFpzn4Bom1KlGmfhWrc+EO9hsuTFkipLxmz7two81P5DCjpk7Fg9ZNusPa9+J1nJcVa0fT72/kLbrAfKerfy+TyKxWLkPdEIVD2WYe4R51kKvfO0Xihu17AX5TSfz/v1Ra3hon2Kenp0W8j7pL+tAWSPYxu0chuStTi55P1ZGYsLGcY9r6TtrZCctMfH1Wum152VZNqOvZULq5dKX3KIKGhu09jYGEZGRry3aWRkxFvl1lui51ayFqpzHIEJ3VccgYxDHIFKumZaVk/Sys6TXop6vY58Ph9JGM/lpsKY9DKRPGmYLtRxMP8kqTPJMDdoNBqo1+sYHBzE8PAwnNubg0AFWK/Xfeeay+U8eaJFaxWfWq4hBRnnuUlLnpQIxJGiEGFrVY70+LjjQgpcy4TkP06Hhc5lO9dQB2p/W0LGbTbBWN+TTY7PMD+wbSjUPkIE3kKPteSe29hPUVerTFoZpC63A0KSPJEhsqREjnokRJ70+Lj75PY0cpEWM+lLZso5iLkgTsAMyJN90LaTt7kUhA3JhRQKwY6apGBwcNCPpqvVaj5Ep4t48hg2DtaNDYheE3stDUvoMXpss2eR9IxCDTOEuBdq6xrXKRSLRQBTbtzdu3ejXq+jq6sLAFAqlVAqlSIj6OK8TZrjpIQrTQ5IhtlDLU5arlSmlgDpCDeriFmGsErRKryk95rmnTczIOLOZT2dcUo8ztPEc9g6pLV6Q8ZR6DyhzjXOOrfnt52f7bj4LoG973xsbCxChjPMLyzR0feSpM8Vzdq/jjq1xkvIIAh5f7QthfZZQ0aNX4V6jey14+4/zokQZ7C0ahSlKZvmPHF95FxjzsmT/g41Oi0TlyPFF0Z2rLlNo6OjGB0d9cM8tbHwE0LII6XEwDbGkJVu62gtjVas5mYKWH+HzqvblVQxoa9WqwGYGh1BAqkeJ+tN0o+eN0R6M8wfQhYm26MOG9Z3o2VCRCXU8Sdtj4MlOKH9SZ1MHHkL3UuSjITqlKZ8iEDa45IMnLQynmQdhzorzV8EMM0LlWFhkPSOk4i9LWfPCUxPZ7EeqtAxs6lDiADZ81vCGOrnLDkKEb3ZOBnmEs2I01x5nYAWyFNIIdiXb5VYaPgzEGXBmjzH8qOjo5ERZPQ4MUSnVnXoxaoyJgGwuQOsO6/NsEjS/VvL0ZaPs1DSWi722arQkUwCUatBRxNqvUZHRz2RAvZ6niqVivc0WeKkRMmSJsKGWTPMD/gOGY7jIIBQ0je/+f51PpeQlRrySOk540BL1ubtaOeuSa3apuwovVBnwv9xVrVFqJPTOlGXsA2HLG37O4k0cX9cJ6OI62TUUlfZc875ObtsCgKNnQwLB5WfOC+MLR9CyDBp9tvKVlwbanatuDberM72nPYTkk3NowwZJ3FGW9w1k+qTplwcmhGnVvu1WeU8WQKlFaHwx42+YxmW47aJiQkfkhsYGECtVsOePXt8kqwmlNthyLZuVD653FRYyypsVUxJQ7l5jA2p6PXs82gmaGks3pAloCFQex4diajHcyqCEEnS55U0UrGZAGeYG9jh/+xMFaH/1mNFshNn4TZTGqFrsH1ozoSeW7fHeYGtzIas4GbHaHm7zT4HfQb2WKu3LGw94zqDJIRkWPUO37E1yGj0ZQM05g8hr0TIGxNHhJoZxM08IUnbQ202FO61x6chS2m9Rro/jiDxfJZczURWmtWh1TJzce04tDzaTv8nWXBKjKy7UvcBUxPwDQ8PY2xsDLt27cLY2Bj27Nnjk59JGKzFFvcSddQdlRCVk7rEa7Wat/KdcxFlFRIs7RwKhUKkLnHDpUPKM7Q97vmmaeg2AbBcLqNcLvs8p46ODnR2dkbmFLEkKuRxCj3jTJnPLzgwggmj9JqyLfMd0qtoc54s4pRdkqUaki+9hsoRAB8K1nI6gzLLxJFya+Hb+lt5YBvWkbl6bsqzeqr1enqfzXL50irguPrrtbnfToMQShanJ2o+O4DfdDQjPM10tMpPWvKStD8kd3odOwdiiEzRwOb+0L1ZYpNE6NhH2Hxi5mBSDzW7xzTXmimaHZvG4I8z3OIwa88TMJ2xEzaOb4/VpPDx8XGMjIz4SS8ZptPjLbGxVrZtQOp5UgXJjkfJExsAE6pDjJ7H81rs1DiqzU40GIc4MhVXNml/HHErFosolUp+NF25XEalUvETLmpZmy+mApwkyBnmByRN/NbBEOr1sRNXWljSEUKcwrPEXTt5ftuRdiprHPVpLVGVxdDIoZB1q7qCx6kRZo0k1leNIm4LGSTNvE9J+0JEL8254kYbW/Kky/NkmHvYdx/q00JIciYkORbirt+sbuo0oNzHyZbtM+Lad1xbDZ3Tzv/Ha4Ty8uyzm6nXKG5fq8ZMK/tb6dtaynlKc8E0XgoSJlrYOpquXq9jaGjI503YddXiSI2e236UYJCMdXZ2RuZA4kRlHLav09BPTk76/0RXVxd6enqQz+f9pHY7d+5ErVbD4OBgpME3I0shgpSWtOgkmQBQLpdRLBaxdOlSdHR0oFwu+063ra0NlUoFQDSR3J47lFujZTJlPr/QcKoqptBkkjbnzbb7pOkD9Dj7255TtymYs1gqldDV1eUHJdDjQxlXb5GVYW1XcW3R5lXRE60EigSO5dra2lAsFiMjaXUtLyt3zYyYZlBrPiS7msemz0TfNzsq/k4aBJNh9ogjDmn3a7k4L1ScAWO3WRLN914sFn3KRbFYRKPR8I4FNVCsAyHUvpP66tA2Ndq0L2b9rJ6iJ8o6NkLXT4OZEqekewrtT2P0WMzZDGyhRhfqbPmSJyYmUK/XUavVfEJ4f38/xsfH/To9mqOjDTCJyIU6Cqs0uWhjpVLBgQceiEKh4BOs6f4fGBjwa+bRKzY6Ouo7pN7eXqxYscKHxLiMBgD09/cjl5vKs0rzrNI8S7Xa9V6plNnAy+UyFi9ejGq1Om1UHckUl7HR66slYT1Teu1Mmc8vtL2r9yS0UHbIU2NDuJZYxcEqEbYHfut2JS1cCqi7uxuFQgEdHR0YGRnBwMAAAEyzlENK1LZvWthaLxue1ParC1vzms45T57svYfITSuKM46EhjotzRMDpqaf0Puxs/rznPo/w9xDO3/9tp1pkifKvvM0xCkOtl22tbV5+WIEgdEDjXZo/ZKcDFauQ9fVc7AOulgxz8MQoqbfKImKO2/o+c0GSedMIruzrUfLnid7kdALsA+fD5SWKCf5Gx4eRr1e97lNmncETCmdOMtZLWt7fc3J0DBBLrc3P2Lx4sXo7e3F2rVr0dHR4Rk8y46MjPjlXjgx5+joqCd8ixcvxoEHHoiOjg709vbi2WefxfDwMLZv346nn3468hySyF7cM447xsawNfejvb0d3d3d6OjoQLVa9Z4nrqM0OTmJarWKzs5OT6B4f3HWMt+D7TQzzB90xnBVXFYxqSKkElV5CxGnUA6ENTSIJLJl6wLAk3cuMULyTuJH726oo7JWt92v5fS5cDQa5VZnYacuUQJlFTx/K7lJa+1aohlXVj1dWp7XVA+1hmtpwWej7eYPrehkW77VjjnuXEnnIXli7iojJZOTe6fwUU8mzxVH2tISOW2fdmARMEWSCMocyzDtRdMKmpHTNEhLeFrtn+L4TDOkJk+a9JmEEMnK5/OeHDUaDQwMDGB0dNQnhtMLwvKhZUC0AwgpLVtGlbAdwVIoFLBs2TIceOCBeOlLX4re3t7IfVL5jo+PY3R0FOPj4xgaGvJesl27dqGnpweLFy9GT08Pli9fjp6eHuzcudOHK0JkL455h56dJaC6Tc9Nj1OpVEK5XEZPTw+q1Sq6urr8wsDagfX09GDp0qWRjqNerwetXUua9J1mBGr+wM4TmHKbq/eHIGlmfpE1JoDpyzRY5Rm3z7ZV+761/fA4khl6XHt6evwoWZJ0JXZ6fVXsSmJsHp62P0uenHP+2Y2MjPg6MBRPkhmyutXIss84dP+6P4488X5Ci7Jq3oiSYO0Mbc5YhvlDqH3r77i+ptk5k4hRyEC2DggaJCRO9EC1tbWhVqt5A58Ehm07qW5JBhHro8RJyRMdIAC8k4MypdPg6EoHKl/N+kD7jEK/0x7TjNwmcYk0aDlsF+eB0v9aOSqs0dHRyJp09XrdM+dmyseSH3uNJNhcibGxMU+CcrkcHn30UXR3d6NSqUTyR2xyLkkHyUgul8Po6ChKpRJqtZpvULnc1Mg+FbDQCws9U71PS5z4rR4ECldXVxeq1Sp6e3vR0dHhk8Wr1SpKpRI6OzvR2dmJ6v/H3p/HSXdV5eL4U9Vdc1VX9fhOGcgACYEwxStGCGG8QcYoU/QyBBC8CoheEa9+VYgi4HUgmgAmDohBRRn0ooICClwV9CIyjy/c5CV5555qru6urvP74/09u5+zep9TVf12vwl61ufTn+o6dYZ9ztlr7Wc9a+21SyWUSiVMTU25wYbrArKDRzFNCfN0bkTfL/sfAVQUMLLhHhUFHpZpssfwnDrBwnes/WMYPpU6ExoGgKmpKZefkUqlQnmDcR697W88P4+zwB7Y8n5pT2ZmZpz3yxpKvK9cLucms+gSGNaY2nfia6v+HjVoxdk0e5zeMxDOgUpk98W+G9sP7P9Rx/p+jxPfvj4bb/8AuLSTdDqNbrfryImoXD5fW6Pa5AMTaovS6TSKxSLS6TTK5TIAoNVquTFeJ3gRRGmI2qYTjNM+K7s1Do2KJazsqEimr0P5BlVNGG02m1haWnLgiR4WEF4w095MFOOk7bBt0HbwpfEFcnbdyZMn0Wg00G63USgUsLCwEEqunp2dRbFYdDlD+/fvx4EDBzA1NYVSqYSlpSWcOHHCdSKGCVKpM8yWNfbDELd6wxa4qFLp/TCBMJ/PY35+HuVy2d0H216tVlEsFjEzM+OS3KempjAYDJDL5VyCPpXPt4ZdAp7OrfB9a+KlDqY6ALNf6Swzn/A4ZWgo+n4tWNJr8Hc10uyLNJ5BEDgWdGFhwa3RR08Z2KL99Z4sy8z2EADZkJp6xwBcniQAZDIZ7N+/H5OTk/j2t7/tdD4IAhSLRZfUvrm56Qx+nBdqgZPV5Tgdt4OQHZAsILV6x7YmsjdimdpRgRMwWj7UKL/bvmTBE/OAWQpkcnLSOcc6S13zhX19ybbHttE6YhoKp2SzWUxNTSGfz2Nubg6pVMqt/HH33Xe767Pv6vqqjD7Z8W0Y0PONN8O2jcI62W2W2R8mY2ulDd/5vEQyPGQ1yDoRofoMod6Ir7P5wIRPojoijyG12Ol0XLgjk8mgXq+HEtQrlQpyuZxD28vLy1hdXXU5W91uF51OBxMTE1haWnIz7PiM7NRNX7uHIW9tt70PTSRUVokzM1jjqVKpoFgsYmpqyuU6sXYQWahSqeTYpygGgNfUz0T2Xkb1hqL0wsd0AOHwu2WiVI/1/PpnQRx1iaBEQRdn4XGRY5sjwXP4nC/VW4a1CChSqZRjfJWJzWazePCDH4xqtYqLLroInU4HX/7yl7G8vBwCjhMTE8hmsw6g2ersvG/9HNUZss/fZ9h92+xzT2TvZRgg1n1Uoux5HOAa1m98OkDd4pjKMWpychLFYhGpVMrl6OoMcev0WCfJd20beWAb2HY6YPl8Hueddx4ymQw6nY4rytxoNNxKIKpTPDfzb6MApbZ1XF0bJnHj7TCA65OxwFPUTahR5YvrdDpoNptoNpsOdPR6PaRS0QvNaqfzGXS+VPsy44yQzTdgPgbZr1ar5eK19uGyU/b7fTzqUY/ClVde6XKl6vU6VlZW0G63XRiSHU/znuxA5OvAvpfq62DaeXVWXaVScYxToVBALpdzocj5+XlUKhXs27cPpVIJExMTWF9fdwm9LEzKdxQFnvS97UZHTiRadmMAtbO7tCwFgXcqtbXYMPNrGB5UgGNBk/UWeW7ORtXcosnJSSwsLDjGGYDLI9RcJJ+nzEGDBV+ZNwWc0WMyyWoHOKA85SlPwUUXXeR0/C1veQs+//nPOw+dEymYD9hut9Fut7cldusUbX0/u6EDvkFCf0tA1N6LLzw97LmrPR5GANj99dN3HD95jsFgEGJz6OAz/MxxgJOamEKizoSKDyDqdpvrpEBsc3MTmUzGpYk85CEPQaVScSRJpVLB8vIyjhw5gmazieXlZayvr7tzkTnjLME4MiFOdso62fu2IHdcndtxhXHbAD5gvrxmsxmiEzXWGXfuKA/Aim+7D6Sw89h6OPw/k8l4c0oU3bMTc4ABzhhvMjmkT+lx81pxDNuoYoEk28bQSLlcdrPqtKo4Z92RcWL9JwAu5EcvvlgsotvtugEpLg9N7yuR+674DBP7O2n/dPpMPTMayLhQs/ZDn2OgHjINJgFSsVjExMQESqUSBoMBms2m62O+duu1yXCpB0vGiOFCe6+9Xg9f+cpX0Gq1cNFFFyGXy+FhD3sYpqamcPjwYSwuLrpEWwWF2v95T7Zdw9obNSBEGeUoO5bIuZcolsOyT1H72XCX5vmMOzBrv6Fu8U8ZqFwuBwCOgarX627/KObLfvc5LrY8gep/p9NBq9XC6dOnsb6+jlKphMnJSRw8eBBTU1Po9/uu7BCwvVRJHJt3trLT8+3EWTmrYDpZkFQqhV6vh7W1NayurjrgxEJeNMpRiY8+utMarziqMQ7l03PM5XIhI8xz0/NURVDkTVSfzWZdh5yYmEC1WkU+n3cGvN/vu2VkcrlcaIFPhgbY3jgw5fM+FdDwfqampkKM0vT0dIhxOu+881CpVHDw4MFQyQKCWdLAuVwOc3NzLrG21+uh3W6HDIEaAzvtOpHdl3EUWVmhuN/ZbziBYHp62oWv2VcJpKwDwTZprTT1jgG4BYyBM6xuv99HpVLBxMQEarUaNjc3Ua/XkcvlUK/XIxPHuU0ZMmBrrUYCp3K5vC3Rm87b6uoq/uAP/gAzMzN41atehQc84AF46UtfisnJSdx2223413/9V3zzm9/E8vKyA5OsoaO6wQT4qAHTB5x2ykhFsRNx7zaR3RMbEbBOtoIMKwrq2T+Brdw+jgvWbsb1Kf4fBFtFJ7vdrnPmc7kcisViqBByq9VCvV53jos6KFEgXieIKKtMRmswGLgcXraXNQ0/85nPYGZmBldeeSWq1Soe8YhHYHJyErOzszh16hQymQyOHTvmZtfbPOdxnHD7XHyMXZTY3+0z8QG7UWRk8KQDKCUIAkcpMuba7XadV2cp8GFeGGUcpibKwx72wJSR8rXH1l5hnhNznXQWFNkblgag8tjlWqKAk2XLdLs+QyomE8KpOLlczjFRnHVHxonULrBVnE89Ad4rzzsYDFwIksdoJ/M980TOnYzy7KN0QuswcXYp2admswkATm/jzh3VBvav9fV1V2VcWedCoYB+v+8+NbwQB/6oB2R5mbdHBpXGlNcJggDdbhfNZhPf+MY3sLGx4Rye8847zwEx5mGxQC7bTydpLxO14wZon/OYyLkTH+saBZq5v9Ut7qfrUNpcWN/5fPqlDjRBPXWL16f9zufzrv/7SIVh9+0rT0D7wbGSRMGpU6ewtraG+fl5rK2tOUKhUCigWq1i3759Doitrq6GypUAcLrGa/hkHIdk2D3quSxABcbP5R3ZOpA10gc4GAzQbrexvr6Oer3ugIXN+FcjZDsKRelO7qc3p9994Mhei79r8TC9FtvA+9JEdgDOWHM22vLysgt1BEHgErOnpqZcCQMePzU15Zg3YDuda71LFV8ohMcyx2lqagr79+93nVTDcxdddBGmpqZwwQUXOI8klUq5jkrFY42Qcrnsks7T6bSjfXVRUt+yIInsnfgqYp+N0PCxdEWpVML8/LwDIaxp1m63sbKyMhRA2XNbJ4PM09TUFAA4MDU7O4tSqYSVlRVMTk5iaWnJARufY8Vzk9nNZrOoVCoA4GbwZbNZ1zepJ/xer9fxzne+E/l8Hs985jNx6aWX4pprrsHznvc8/N3f/R0+97nP4Z//+Z/xxS9+Eevr60431tbWXE4g72mnzz1OfLq0Ew84kZ1LlONqmQ0LmKzQgc7n847VZaoHw8TK3vqAjW73RSA4o3tzc9OF66hb5XIZmUwG+/btc8Wne72em2kaVcpEZ+HSTnCc4++a1sIaat1uF0tLS8jlclhdXcXMzAw2NzcxPz+ParWK2dlZzMzMoNPp4Atf+AKOHDmCVqvliAcy1QR5w+xNFNM0jJCJsiv6XHn/et+jyNg5TzTszOznIMyq4bYIna/xUeBhVHRsxZ57FKPl885952OH4lTs1dVV96BzuRw2NzdRLBZD06FpxH0gcRzhsVp8kEwTvQwyUJxxx9l1nCaqrBG9dc3PUg+eVWwZKqHCWw8sAU97L3EA+2zPq8mkNBaFQsGFBlKpVCgXiqKsbpQe0rgzDKgV7MnIsu9a0GTZaev5KjiiWKOrA5w6d0ePHkUmk8Fll12GSqWCqakpXHLJJbjrrrtwzz33uLbTlo3Tx337RtkT3zOzdiIBTude4kCUvqMoNoq6xBQR/jYxMeGqglMPfA69ZSB97SNpQUDP9BDqxcTEhNNjjk0EXFH3Z7eprllQY/WQ7Fe9XkcqlcLRo0fR6/Vw8OBB56SxTE6j0UA2m0WhUHD2odlshsaincioznwUy6u/c9wbVUYGT4x7Miyni/iSgtepibbBNKp6o/bF2KRynxcaZ7QtBccYtHqj+sf9KBqHVYTP0Mbp06dx/PhxlwibzWZx8OBBXH755e48rVbLtVfb5muzin0uCsSy2ayrGj49Pe3qNVUqFRw6dAhTU1O48MILUSqVcODAAWSzWTe1m9fSvBYWDeRMjiAIXL4U9202m2g0GiEg6JtplcjeyU4HUzV++kdnR2susbzFwsKCm4XZ7XaxvLzsdH1zc9MBHRsCZvsUsGxsbCCdTqPRaGAwGKDRaLiZn7lcDvv27UOhUHDGk7ZDddXeD8N1qhP0XlOplNNTW06DffWTn/wk/u3f/g3f+ta3cOGFF+LpT386nvOc5zg95jUZnj9x4gQOHz4cKvo3ynPfidhB2T7TRN/2Tuwz9j1zBfEW7CqYYAkNVgFnniz1TUPkBA3WSdBrWnBlc4YAYHV11S25pfX+ms2mW7NVQ2VR4FDvnef21WMjQAuCwH0uLi5icXERR44cQS6Xw7XXXovzzz8fD3/4w7F//36sr6+jUqmEai32ej3cc889+Na3vuWYMrbHAtVR36E9xueYRTk1nNAyTkHakcETGSV6ZqQF1fhZ9Oi7mShw5LuhUSQKsasx98Warddgc3sUzfNczOcgy8alZlZWVhxQ49RpvV/7coexXqqYZJwKhYLLq+JfsVhEpVJxrFOhUAgxR3bgVJSvbeH9MrTDc2iY0XodieytDGMr4n6LMjqWFUqn065SMcGH1o3R/Di9blR/1e86+05D4jpTVAv9RbHQVr/JktrSIio+A8p1KU+ePAngzIy8XC6HQqHg1uDjivUaTjgb1th+t/Ygqs0J83TuxQeioliaKCBi9YQDcT6fRyq1VXlfJxCNO/nG6tb6+rqbJcqc2MFg4CY62RlzUfcd9yx8z0CfBXMXCYoajUao8DJn3PK81H+G73X8HQUw7QRYabvtPXOc5+SRUWXkPU+ePOnyCDY2NtBut92A7Os01utlfgJDUJqYaRGuzgCwDyKqo9lBnZ2MFGm/33cdybJNvKZ+5zZ6vHqcotN6vY6vfvWrbn9lc+wCiTpjQX/neS24IUCamZnBwsICpqamQpXEa7UaLrroIpRKJSwsLIQWjtTwKmvdcBYRY+D6R5DG3Ccm0xIkAwjR0YnsnezWgG1/Y75Cv9/HqVOnUCgUXJiBeW/FYtHVQeJ05GazGQq/kR2KAgEE6+12GwDQbreRSp2ZkZvJZFyF4uXlZaTTaZw8edJ55npu6gEN2+bmJprNpmNJ1RhahkgT0VOplEuQv+eee3DixAl89atfxfnnn4+VlRUMBgMcOnQIl1xyidPhyclJfOpTn9pWtiPq2cZ5y8Pepw84JTNaz434GD9u9w289n/2U7KgtJubm5tuvGM+UDabxdraGpaWllzlfV2bTvOS9PzWMeG1lN2t1WpuGa5MJoPZ2Vk3szWdTrvZbkoS+J4FCQLqnI5XdlYa+3uxWASwFXU5ffo00ukzq3Qwz4k5wpzdHgSBC+UBZ5wZhjj13qPeQ5RuxAEry8ZTz0ulkstV2xPw1Ov13EvTmhN2Rp020jacwCmTySCTyYTKtWuoahxkaa8BbFcEnpd1jexvvvOoMda2KDCkB9DpdELb9DgfJet7Vj4qmIwTQRT/OJuOSeIsjKneOO/X/rGNCgg1HMeEwWw268o72ByQBEDtvYw6cPp0Jc6w6MSBdDodWo+OkxL6/b5bt4oGXkMGUUyU9j0CKK2MzNAcjTJz9uhEWJZW74P9VvP0KHEG1TLd/H9jY8PNnqXh5lp8a2trIT0fp7+PYtSjGI1hA0Mi506GvXdfpIPjAVldjm10OqljhULBORPAVpFZnoefUQ6KvRYdG2WZcrkc+v2+y4viOrL2PHo/3KZjsv6m//sYOGW4aGMYNrQlChQIUq/PNqIxzImxQkeQxIHOTB9FRt5zaWnJsSp8cfrwFTVrzJSN5BTOfD6ParUKYCs/giECzvohKNNV2AGEjCxFO1uUceL0exV2EAIOnscWBVNGSsNcep4o0c6s7bcKoRXJAbhku+npaUxPT6NcLrtZdvv27cPs7CwuvvhilMtlHDp0yL18DW1wwCPo5TPV+lUMVbBqLdm5YrHoBikOnrxXUpwJgNo78Tkew/aPAlDWwBFANxoN5ymTlWHRVXpirO69srKCpaUld4wmoSr4tvmCBGb0jqvVqvOS0+k05ufnkc1mHZttZyIxFM7JGvy+sbGBpaUlN8NJZ93ZNfvIEjebTQRBgO/5nu/BhRdeiH379mF9fR133303vvCFL2Dfvn1Ip9M4evQovvSlL+GrX/1qqLIzP62BHsVg+2zUMIlj2RPZfYljfHzsh2WEaHOpAxqq4+SdarWKIAhQLpexsbGBEydOoNPpuPxCDXHbSVd2zCM4aTabGAwGWF1dRblcdro1MzODYrHoaqtxLFX2Sc+pjglXoeD4SNBnl3SizhMEkhSZmZnB3NycmxFYr9fRaDRQq9VQqVRQr9exurqKO++8E8ePH8fa2poL343b54c5HFGOHe9NC0rXarW9AU80mHZKPxumwInfLTrlIE+qDoCr8K21VZg3ZPMtxjE+1ou151G0HweeKHHXtgBKY7gW1EUpqU4nZRiFLBPDKcxtKpfLocrhmmjrY5tsEr+ygL6FRxk7LxQKrkCo5r/E5ZsksjfiA93DDE2c18pwNg0f13iknk5MTGAwGLiKwcwZsouPatt8OsdBRWfisu9xyRUaXfZfvWf2M83LU3thJ6HY/9kmXrtcLmN+fh6Tk5Mud5GrItBZOH78OFZXV73PexiAsu8ske98GRUYa/gOgHMe6HRy3KMDUCqVAJwJdykD44vm+K5LMiOTyYRqK6ozUSgUXDkDTefwERAUnQgCbE9psTrG9up4ohEeLTqby+XQbrdRr9fRarWcc+8bG0eRnTgYvH/LOjHMOqqMBZ6s+G7YR+mzoRRN0ALOMC00cOx8ut4a8zTUuFpAYjuD9bzVyOp5oqjJOCTrux7v0V7XtkGvpbleqVTK1QmZmZlBtVpFrVbD3NwcZmdnsW/fPszNzeGCCy5ApVJxq8YraGJHJdPGWk2aAM+BkSCW3+1AyNohQRCgVqs5LwdAAp7OkZyNMVHgoPrA/k4QRO+YRpZlLiqVitPPWq2GUqmEWq2GU6dOYWlpyYEONahWDwicVldXnadMT5yLVqdSKdRqNfT7fVdjiucjC51KpULMKgcYZaSYM6IL/SpoIktWKBRQqVRw5MgRHDlyBMViEY973ONQrVbxrW99C1/5ylfw2c9+Fq1Wy+tpj8M8jRM+0GPsO0tk78QySr7/h7FQ3EdzW8nik+FnTk0mk3G1yjKZDHq9HorFIlqtFhYXF119QDveWn1m/+dsU9rmbrfrUj2y2Wwo94l6wJzcqPNrWI3npMPDMURnterKG5w0xftgsnihUEC328WpU6dw/PhxHDt2DCdPnkS32902AUT1ZieOiR2jfeQF01PIOHHiyJ4wT4oOxzHqUQCLD1qBFV8cqxNrNVUAoVBhVKen2P34Eizl6gNjvvOr8ii7Zhkxq2j2vi1VqoyXltwn08QZdbVaDbVaDdPT0yiVSi5ubhVKc0LUm2G7tXyDhlx8z0pRuT4/C4YT2Tvx9UefjDLQ6vsluKCR5tIPLFdAgM3pu6xj1ul00G63nRH26Z7tk8wj0iUjCHR0PUYLVvin4W817Ozr2l8VvHFf7f88R6vVQrfbRalUwsGDBwEAy8vLWF5exuLi4rY8FJ+zNCqAihO7f+KU3HsyCtiNGsz5m/Y3MlAEONzOSUic5cnaalwwm+E7niuqHcDWIrvK7hK4sawAS+5wBrWPdfI5W1bHADgQxWN8nwR1vV7P6fbk5KTLL+QyMkxiB+Id8lGdEJ9EtZH2wuY77Ql48lF2Kj4ww09FyTwXE8aZC8Vt6XQalUrF5UaQgWLlYs7+0iRWC2hU7OCjnYRt0/uzjJHua7/7DKUFU2q0bYl+yzgtLCygWq1ibm4OtVoNCwsLmJ+fx8zMDPbt2+eWXtGwJ8/DsAM7JClcdk4qLDsJKUpVatK6mnO2ubnp8kr4zOOUOpGzFwWp6g1q3h3gDzEzZBzHqKqekKFcXFx0s2XIBDNpnLN3KpWKy4taXl7G6dOnsba25iZM2PbTIBKgnTp1Cr1eD9Vq1U10yOfzmJubQxAEoaWdWCtK71kBkRpqMk2at6dAijoGAP/6r/+KL37xi3j4wx+Oiy66yBn3I0eO4K677sJdd92FbrcbenZxACcOOOk+fDe+8h/6ndOleb+cYJPIuRGfbY9ioex3HVOCIHCzlQliyMKQeaWTDADlctmtWLGysoJWq4V2u+1WqYhiXuicMK9weXnZ1QScmJhwDPLMzAxSqVTIttsZflGA0CZ1U9d4LJ0ejj+HDx92YfGFhQVceOGFmJ6extLSEnq9HlZWVnD33Xe7WX127N0JUIpjpqwe67in1xxX18auME6xU/x5AxZcsHNpfRmNzQZB4Kh2vhDWmuHMH6JyfXnKrPiAirbbghnfdv3N9yLG8eyt+EooBMFWSXzOOmLl41qthpmZGUxPT7tPJrXZWhR8vvTqtVipDjR8tjzeJrNT+J405KczJFOpVKjoWiK7L8ruWaaUv1sW0zoHFjxFMSUEw9QvJm9z2i7DbAT46t22Wq1tFL+2wQKcVqvldJk5dRxYisWiCyP7ivr5rqHbdbYOn5t+8rdjx45hfX0dl156qevTmUwGnU4Hx44dcyFGTZD12Q8VH3Dy2Qzr3ClLpp49AbDuk8jeiO1HUWyjT4axTxznuCQJGSbOjCPbynAR+x3tLpfRUqdc222vxfpkXHZJFykuFAro9XrIZrMuLUYTx6PGQmArYmLHLvZVjgu6ZFsQBNi/fz9yuZwbQ4AtgMUwY9T1R3lnvmc/yjkUeFrd25OcJys+5sFnYNgwDuZ8wESmZKC0MivpM84GY12oqakpt2p6p9NBs9l0q8LT4OpacCpRBo7iY57UANv9dV8d7PhdX4rmaPDeJybOrDbPqrCVSgX79u1DrVZzbJMN02ndDc4q4nk5Y1GXVNEcJ9b0UeBk74cKyyUtlCkcDAYOzGoifyK7L+rpAdvZUjtjRvuaelf8bg2v7sdzcbZPOp1Gp9Nxi3kuLCw47zWTybg+y1wOFrrjagMEZJZV0cGDtZXohXP2LdfEY7t4rL0/n67xebEWFQ08i39yG9ntEydO4Itf/CIuu+wyXHjhhUilUm5Q8Q1WPJ8+O8owVl6fwTA2S+0kdS1uRm8iZycWMNh3PuqxPoBNx4T2lM5IEJxJ5GY+Eh3oubk5VKtVl6PEsc8WpLbXZo4rdavf76PRaKBYLLqClDMzMy5EyPbaSVQ+B0jFRkwUVGm+L5kdziS855570Ov1cOzYMcc+s5indfJ8DpKVqPcS9T70frS9vCcleM4JePI1PAr56csJgsBNke73+w6RKjLVRFYidACuArBuAxBKKFdGK4pJsu3WT9/92Aev92R/1/00KV2/E61zHbq5uTlXAFMXVWQtJ03stgMSjeza2pr7zufJ69AD0TwzqxwK8FhBvt1uh5JwNdY9qpeQyPiihg0IP287G4f7+0A//7fn43Y9liFZ6tLKygp6vZ4rW8B+RAZKZ90RFBHA+8BcEASuIjITSQmyuKg2Z5d2Oh03qy5uAopvsFP9VK/YMjurq6uYmJjABRdc4Po3wYrvmWob9L6iPq2d0P+jgJPupzOvEkdl7yRqvDqbc1iWhvl+LPvCWcyFQgEAnH4xZEQCgFEaZXWsXrG9dHw4tmrRyXQ67Wb2lUolF2qnc6z9TnXLOl7qvCkIoXOtYTy2v91uY3l5GcCZnMJGo+HGcMBPwuh9WSbQZ1d878Aer/vY8csSHaPKroEnbZzdZhM4dSYM4/tMSiVtz/gvKxIzTkyqk8uStNttNBoNx0KRIvUNMnYQArYzTj6P04fA1RDa+hRWefgb843m5+dRLBZx3nnnoVKp4MCBA5iamsLMzIxbt07ZJg5cCsp0ZiIBpz5vetwMjehyK7771AR9Ki1zVVj0jevl+Zi9RHZPRvV4abh8YMuG030ghOfQvsq8I5anqNfrDnBw+nMqlXI5Fdls1tWDYh/SldOBLSBPYL66uorNzTMrsLNflUolzMzMOC+aM+lo4NnWKCDpM6oMmagTwXO0Wi2sr6/j05/+NL797W/jyJEjDjDSSYjKT/K9p6h3pgOMz/jzfw0tajt9DHEiuydR78MCBhVfP7DOtv5GW91qtVxNIzqm7PfM/yMTS3udz+exurrqEq7Zr205AY4LzJFaXl7G+vq6y+njOECWlyFFXXVCiQffM7LbLJizEQ2uatHv93H69Gk0Gg10Oh1XmoHjvo4nPgbPPmffu1B7xu/6F5UCAey8mv+ugqcosTeo3hSZE83HCYLA1X1hiIAdiUCANY4qlYpjVWig6RUr26MPEdjeIXzUpU8si6bnUgpSByz1sHO5nANJBE38JGiid8/QpYZgeB3mnjBBnB2Lz4JslS6Jw0HVh64JwNjZ+UdWgmxfFLuYyO7KKGwp8w6UPuexccwUz0F9UGeDlcdJ77daLbdsj4YKaew3NzfdMiwEWpoXpddiHh3De51Ox4UVqNPr6+uo1+vodDqhKdU+r1H12/ebMrHczoKwDPu3223cddddLjl3MBhso+593uswNkn34cAS5dWqA6YzYX0McSJ7K74B2w7ow9gq3Vf7KB0ThuIKhQL6/b7LZaWDwnA2AMec0pFl+E77PdtIG55Op10+4tzcHDKZjJttNzU1hcFg4BggJTOi2NY4x0D7OO+XgIgFdVmOgGMLJ6nYfh73HoaJBUu6zV6DbbZkwrgy1my7ndDH+lApFnhoAjj3JYhiwhtn+bA+EZdTqFQqbk2fer2OYrHo0C3BhQUygL++k20bv0d58Tw+zpskoOGMh2KxiIMHD7ocp0ql4vJKOAOJAFHLCgBbQJPVmzkY0TgrTauhPpuUqt4Fz8naHBz4qFA6c6/dbm9jMBLZfdHERZ+3pIaOXqiPWYoCU/ydn7Z/kIHq9/tYWlpyfYyGvlwuO2A/NzeHfD7vljbhul48hgBGdZt9jmteAXD5jVNTU5ibm3Mhwnq97gywdYaAsAG0BpK6B2zlEpEJ0inX9Lx5HA27znrTa/rEOoj6/G0IVZPR1eDre01A07mRKL2gqG5YZ9m+M3sue6yyu/1+380iJ2urjDHZWJ01ury8jMFgq6I39UzPz/Ad15OkY8NxgQv0siQJSwaQ5Y0jEazOWTygOX2qawBcEruvSKc+y52AJooFsPpcdF99VgBcRGvPShUA0Q/Nin0IGhNV48D/yXBwOxO3GD4A4PIs8vk8arWaqxHDWTs6G63VaiGdTrs8IJ05ZulOi0b1Hig+JbFGz6d0BC9sJxf13b9/PyqViksUn5ubQ6VScWvU8fp2tpDWANFV3xmmY2hTGSfLtFlDTnBE8KQhQWBrdoSGBhPZW+H71nfnM2bUQ1+IWgFynPeoOql6Ta+R4XQav4WFBVe6guEALsWwtLTkklJ1qSX2G3UCOJOo3W47g8U+2+/3Xbh6cnISjUYjxIgC271KbqPwf4YM6WyQWWJIXCdy2Gfls3dxINTn/Vrhb1qYViVxSs6tqI6Mwi5FOTF6Lns8/6dNpW7QMSADxeRxVrvmMl3qBFsWR0vHBEHgQBgL2BJEUbfIag0GAzdWNJtNN0ZrxMHej+pc1LNkW3RctU5elHNgSRYrPgdFP+071XHbnpvtGAwGjtzYM/CkD8OyUNrx4m7edj7bwXQwCILAUZSZTMYtD0NwoQaPuT1krFqtFnK5HLrdrkP1TITV2Wi2Tb6221wFX4dSkMNjGGbkDAuCPoYbWeeDy6+Uy2VHrWqHU8/d1m9KpbYKfWlhQ00Mt8+fbec5mdvEXCc+I00c54xGsnl8F4nsjVhPldt8RssCJsCfvBxl6KM8TX6nl6z1aSYnJ1Gr1ULrylUqFRw6dAjFYhHdbtf1GfYvPT/7XbvdxsTEBMrlMlKpVChcQdZHGWMmm1Mn1FD7cieALWCp+9DzZk0oDV2qRLGs1jhbIz3MuPMc2jZej++Z5Rs4kCayNxIVebDjmS8vZhhLEtUP2K84vq2srGBjY8NN65+amnLOST6fB7DlBGxsbKBerzs77SuITF1Rx4dsMcPtQbCVGqNjGWf2KUsUpQdxYEftl/3f9+x8hIzv3USNxb5jdXxWtplAiWPy9PS0Y9T3ZLadNRR6Q/ppb9Rui2Ju9NxE6Jx1MBgM3AwCJq1quIoeMMMHnU4H5XIZnU7H1bfgUi+sQcG2WZRtX4hS7PosAIQMNpkmbmdtHBYBzeVymJ+fDxnFcrmMSqXi/rQsA/NPyJrZqaoAHMPE8v8c3GySqW9wJMPEkAhpW3oeTB7vdrtot9vodrs4ffq0y0lJpk/vndAAqtHxDcQ+79AyGpY19ZUAiAIHDNUGQbBtcVCGoWnka7UaLrzwQpTLZTQaDWSzWTcLj+FetoU5jgwpsIAfi8BSpy31T+CkFZj5bKiLOotHc54Y/uAzVWeM06Z9dihugIyzh/q+ovSROmiTdFn7R2c6JrI3YkFSFHiy2/U3/e6LROhYAiAEeDh2cAYqmVGG7Zj/yhIGwJkojF3GxTI8LF3Q6XSQSqUcOFMmi86P1v5jwrnmJqmNsJGLOAClZIhlZH36EMVG+d6DPm8rei6dXc5xkgQGFypm6gEnwYwqI4OnOHbGt10frs3K108rvofFwo/pdNqF8rhtbW0thBqZL1SpVJz3yhkOXIzRhid8XicNnpYIUENoX4wmZZMNKhaLrj2ZTAalUsmxS1rLKipJlPeuOR9ULgItgiYN0/kU3Hq3ZJUImuiJK1vQ6XTQ7XbRaDTclNNer4fl5WU3KCWy+xLlhaluWOY3zrDHgakofbbXJogigGLuYaVSccwNZ/Kcd955aDQa2/LodG0sXR9Lr6MeYrFYDIWK6Rgw6ZYGns/MMnW++1C2mscpG62FMfUzyqj7nrF91ta+qIFmMi9B48TEBGZmZnDgwAGUy+Wx19tKZDwZxh4B0eG4uHP5Bnsr7Bccg+r1OoIgCOXDEdwwkXx2dtaBomaz6Y4nyNGxhf2deqHRCgKxYrEYmvnGCRVccJj5sGov7CQM3//DSBb7LKP0zB7ny+3UcdnHMhE08Y950iwFNDs7GyoCPaqMBZ6icp18SDAOlSqAsoZdj+X1aCCZDMdlXZrNZmjdt3K5jKmpKRcSW19fd3UtisWiM5TamXTapL4Ynf1AAEVwov/zO1+cgiKuP8dBh7MFmQOlye96LgpLETABXsEck9xoXDmw2LAFOzzPy9wvrlHGNYi0VAGZKM5GOn36NFqtFo4ePeq+72TyQCKjiTJPPo/MGuQocOQTC6KHOUM8X71ex8rKiuvLGxsb6Ha7bjZPqVRyuXv5fB5LS0vodDqu8CUTW1OplAv92Yq+avSY85FKpZzR46KnZKC17AFBFpk1dWz0vvVamkeoOphOby1TZI+N8pzte1Cx3rveI9nyhYUFN0DOzMzgAQ94wI4MeiLjiY8pArYzs1G5dTrO2QTxuH7B8ScIAsfsA3DjkS6FpWMbIxfp9JlaZTxeV4Ogw661E9VpUKc7CALXD0ulEprNJnK5nHOemfeoYUKOxzZUboGMtTE+wMNn5htP7BimwI3Ca1F/aVu0RAPZOzK5jPIUi0VUq1UcPHjQ5ZONM66NDJ7iThrVAVX092FUN8UmvSprQuBjGSom3hUKBcfScE2hwWCwDUSlUqlQCIrXUBZLwZIafXrP9k9LKyiTxHORiqd3wIGIifLs7LaMPkFSPp93q2bTU7C5Wb7nD8ApAXOctK7T+vq6C9N1Oh3U63W0Wi231tLq6qoDW6MwFonsTPR9WjCs/6uHx37LcJbdV7/HASsL1nRwSKVSbh0tZVtLpZIr/re5uenA1MLCAvL5vOtj9LDZZ3kN5jJ1u12nF5xZWywW0Ww23bPQAYKM8vr6OprNZiisHeXhKttlB0XNP1IWyifWLtlr6rUJgHhvXIiUdqpcLrsK0JxxSObcvs9Edld8+hG33Wdj496Pz7Hh/3ayBh2AZrMZGnNSqZTTGTrOMzMzmJiYcKVEmHIBbAEkgqcgCJz+kXjg+VWflA3WmotcBYR5jECYAfI9s6gxXX8fBjR9too6acdj6hbHxUKh4FJ5dBuJFTpn/J/j8J6Ap2EPI+4YivUEo4yOL+lTOxlzJdbW1tBsNtFsNrGysuLWhqtUKpidnQ0ZKmWSgiBwCeRcmJEomg/QhtIUMPFTlztR5knzQ/ST96+htlQq5WYn2eRVJt7SyOdyOTcrr1arhc5hO6IOfvzkfXe7XbeqPMEQgRRXvG42mzh9+jSazSaOHz+OdruNkydPJgnj50DY13S2JBBesoT7kSXh76TmbR4NJYrttd9tiJDno5fL2Xj0mufn552uMdfv8ssvR7vdRjabRbvdxuLiYsjAE1Q0m030ej2X28Pq+uyzy8vLztgxyVXX12u32zh69KjLbdTlazgg8J418ZZAjxNSdFagssB2oOCfzUvT96eTR2i0OTGEOY5c05JeMe3D9PQ09u3bB+BMscMkv3DvhO9W+/uwwTzOSdVjovTPkgjKQLEMAe00Hdl+v49yuYzp6WkHuKkj7XYbmUwmNKHCjgHcTtaKoSsuAt5qtdBsNl25HDr0jEZwQV/WgdNVLbT/c/yy6SN6/xrGtuOT7evcj2Ms9VfX3NScX46PDHkzp1HHa9oprvBBDBDFgEXJjhYG1vAQRem0KM/Xdj7bUe11oq7Pc5FaZ2EwBTtkZfgi+dCZiLq5uRkyrFrzhQwQQZONpWo81bIEfDn6jDhIcBunSfOlAttDNfyuAIxGVkOJ+lzts1JF5X1pAjgXkmRokGC0Xq+j0Wg4xon5K5zhOE5SXSK7I77BmRQ1QRNDr7r/MI/OOi5RnjKwZRiZF9ftdl3lYzow9OR0hlu1WnUVy3WxU20P+zt1QNvAApo02vZeOauIAw8Nvjpf+uys7bHgRwfUuIGU+k19IJOsM19p4FlolIMTgSBDklyqg86VMueJo7J3EscwRYXK49jbOOBkxRcGJAPFCRUcJ9g/LBgg6K5Wq26GnZb00Nw+LR2iYTyOlwQRbAPLBXG80/A4w3pke62DoSyufYaqlxZM6liqURvaPI6tCp74fGgnqF9knGgn6SiR9SXQqlarobDkqDJ2nSf+MVeHD4VJofrwKD7Pjd8BhLxlPkR94LaT6ZRMXotAoN1uo9lsujIFU1NTLrOewAXYmgrNl0SvlyDD3rN+JwImKNL2kTrUtisAymQymJ2ddQaSMxx0QV4KXzIT4gmeCNIUqUexfDS+XMtocXHRefosP8CcqmaziUajgeXlZdTrdZw4cQLdbtct5EogytytRM6N0Miw79FQkL3QQqcsLaAlLYZR6/q/7Uc6440hbq1MrDXZ1tbWMDc3h2Kx6FjciYkJnH/++ej3+5iennYLhPZ6vW3GVQ08jX8QBM4Irq2toVwuo9frodFoYDAYoFKpuKVeer0ejh8/jk6ng+PHj4emXducD96n1spRJoDPTkWNuTLKNM4ERHwvdHQ4u5ZhBLJuPAeNP89dq9UwMzPjagFZRzWR3RO7AgXFRgvYT6LyeKz4fo9iYrifRgd02S06BuwTXLYsk8m4fp/L5dxMaIax9d6oW6z/tLa2FgIV7Mcca+gcaUrJzMyMC9uvr6/j9OnTLlqh+0WxN2ovNLpEndTUFn7SEeF3zfGdmJhwa79y4XuOkyRPOIbqd+phuVxGsVjEwsJCaOLUqDL2NA4yL0R+7kTiASstx/+V3osCUzbXIqqD+rxWAK58weTkpKMpWSNFUbmGBzUfgdv5Ivk/2SceowwT202jqzMZ2HkV3RP58kUyx4nX4j2wTdoB2MmpDMMYBKVCyS5RERmmYGiQDBMBFMN6zC/juRNDfu8LDR7rhNGw0yPVYqqk1pmwrbpnGWAVZZ1s32L/I2BiSYJ8Pu9AuA4+1BfOKGM+D9khnpeMEvPvNHRubY0OBkEQOO94enra5VkRZJGl0irnVuho8H816Nb7JWOtBj6dTjvDXqlUnBesXjG9ZJ0RRTvCmbmTk5NuCjVD+UnYbu/Ezr5UZ1ptP/WJoNqGnnx6FDduxQn1VENmTLWg80zGCYBLFeH4RpZXJ2pQtAgyJ2DpLHEADqyk0+nQRAySJqnUmXpQbB+fj6a98NlSv3l+zbGiqE7xN5IzvC8t8knGVsETt9NRIYDS5Z903GXIkuOq1nwbVcYGT2wAqwoTdOiMLS1gx86mS4vwd3p8uqitj03xxUdVtG6GzhrL5/Nuxp2lIDnQkP1hRyQg0lltmmCn21lsjB1dFyHlffH+U6mUM6ZkwziIcHaDKjLj0oxN05vn8/DRsr78GIKkU6dOOWDEys7MEWk0GlhdXcXKygrq9TqWlpbQ6/XQbDbds+Z92fMnsvtCvdGBm7pB5onL+8zOzrq+TyPLPtftdt0SEFw2hX3SJphrf7JJ1QqeaPQ2NzfdOTc3N0PLPgBApVLB+eef7wb/dDqNhYUFBEHgCtiePHnShf5oqFlxfHNz0+Ut0FiyDgv7bbfbxdLSknsug8EAtVoNGxsbziM/duwY2u22ew5aXJf3BGw5hQROnC2ribQs4kmQRANO8KSpAepg6gwgzmzin9Z84/RpesONRgN33XVXMrN1D8VGGWjfq9VqaGKP1tmjU6K6xDHAgnMbpuJ1bHQF2D4TlhEJhrpZ9mNqasotxs2ICvOfyMRylvnKyooLAwJw+snJVsr8EFAwQZzOc7vddvfO2Xb9fh+zs7NYX193C2qzDiAdbkajCMQ075i4QQGb5gsTLBUKhVCYju2jLnJMpf4QnxSLRZdrqGkyOoYrYcJ2jhMiHxs8qSdINGdDWUq5ay4DH76CJ20099fwn4KwOCbKomsNAdCbTafPTEfUcKMFIZa+pWjOks64U8Ot4TkKlYqdx9Z10jwq9Xbs96hcMF6Dn0qHMumciYTMdaI3Q4Uk+6S5UOz49nlEee6J7K34wtfK7rDPMS+JHh4BDRkpUuv0SDnjhn04KtdDdTHKMSJTwhXjWVKADIsW+QuCM4U3NblUnSfqLA0u9YsAnnXdtMqyDgT0SLvdrrsu+7zaF3WKVNcUHPE3GnCGCBQ8qbeuoEkZZoYfGbKnYaexV6NPO8F3kMi5EeoSxzbtAwyHU5+UAVVW00ZYbAI3xcdSaeSA59bae3Q2WHeNjCVndmttJrLBzOu1OsaF4NfX10M2RMcv/k/9JkPDfEMyULlczu3DXCjOruU4RgBD8GQnxfCZ69inq3RogjhBlH7q5DCG5qiDHHs53lLHlRwYV3ac88QbJfJjR9GZLirsCNrZdIkQItog2FqWhUZOPUYNV2luAiv10niqZ036ngCBlDqTx7XeEh8slYGhOA25MXFVKVEaYqX3uWQMQQhfNDuOKlgqlXJGXgt7cb0jOyuEL54DhioqAKcYrNF0zz33oNVquWdbr9fRbrddqG5lZQUrKyuuNo/mOGmoMJG9F+1TNqTN96CJ25oIaYGPhrfW1tawvLyM9fV1V0+GjCcNns6g4R91j/1M20WgwzW32L+azaYLYV100UWOLQPgQJV6seoc6XJK3W4X5XIZQRCgVCq5fKJarYZ+v4+FhQXn9Sq7XS6X0e/3MTc3h/X1dcdU8ZNAibPdaGxpC/jMFBQpM6UGXr3gTCbjas3ZnCcbSrChQb4zZf98uVeJ7J5Yp5l6VK1W3czIXC7nxhpdboj9lwwRHRP+zhCWrqtqdduOAUB4drkvisO8RuqFJkZXq1U3FtGZoSOsbWDeIh1szjoLgsDpwNTUlDtGl+fiGqgct2dnZ9Hv93Ho0CGXE0Wgx9JBZIfoNNiFeJXxVeZJGSc6LswrpCPC8VknaVinyArv3U762BPmSZWZHUcT6LQTEuVqzoN2FHYm0p5kpPgyiJ61bABfoDJTBDdqcKI8Zy14p7lQTMzjPdKYKdujiek8Z1RinAJMvjTNedJ8KpuDQYNsGScbRrGi7dBnrDlNrChOT0GZJ7JPHGBtIbI41iuRcy/UARpyZUXZZ3TbYDBAoVBwRl1zaWhY0+m0Y0gJQtRZ0XPSOVInhu1JpVIO0LFukwVc9ELpwFD/qd+0F3peXRhYZ6rS4DJtgAOYslXsz2S8lL7XiRhkf+hFM7mW19FnrAaehp3giTlPGmLgebU4rg3faIg/kXMjlhGyua0a5uF2Oq4cR8jEcNyynaLozAABAABJREFUnwxDs3+rTlndYBtsuE8ZKIYR+UldVuaYDC2ZGs1zon6oc6V/WjRWk7UBOMKA/ZT6qvcLwJUe6ff7DuAwJM0aTMok89kS9NhZdbo2n+qa5hAq+LK6ahl03rviE33/o8jYYTs+vHq97gwWjYFFfDQwmumuwEvzfICtxX75gpX+6/f7bjaaLvmgAwlFmSRgC+zow+FMAgCOYufDV/Bk6UVFs/yN+QtTU1MhkMR4La/LGht6v8qw0SNVBaYoJQxsL1pKJWQsngUtT5w44ZJ4ORtxbW0NS0tLaLfbWFpacnWdGo2Gezc6aPgAaSJ7J1EUsnqKNMq9Xs9Ny6X3aKfj0hhtbGyg2Ww6ZocOzObmJpaXl12OhIa32F+s4aEhHwwGaLVayGQyru+wGjhn4zD/iIaetuDgwYPuHjY2NtBoNBzYZ9iBdmJ1ddW1lYAnk8mgVqshCALs378f3W4Xd999t3MQNIQyPT2N9fV1zM7OOpYsnU67GTe6lly5XAawNcuRuq8J4uoN63p8arD1f+tM+ph5gie1GTYHLZHdFR1AgbDzqYCdYwoBOMcEDdEx75AL93J8I/jneMZPjl/UNcs+KvOrSepaLoA5gMVi0QEV6hjZI2BrVimvxTGUxAJ1nOCJ4ITRJY57Gxsbjr3meME2c9xm2QTmPhEXcCIEGT2OoSrUN+oSQZQyTz422KY02OiUTR/iu6de056OE10Zu84TEScftnqWZI2UhlSvVWOqBAzAViVxMjzKODGeyimO9LQ5GPBhaKjOl1tkH6zSkbwnzWHSWKwaNaJ8O8OJ57Bev+akEIzYhHibf6EoWOlF9USsWC+CycNklajAmu/EZViYB8UBxxcqSuTcS9Szp6ElM8J+qmwnjRL7Hp0JGhAafvU2GcYuFAqhasLq2Wp4jcbWhunVVnCqNduojhbDWdRz9WaBcD/X8KAaOztTiM6HhsWp07w/NdhMSqdBV/BkGbeoUAJnQFk2if9HebWqzzpQakie50lkb0X7NACnExxbmJfLd6rhIB0nmMKi5ICyuwQ+dPj53lXXOQ76QvDaTwh6stmsmwzFqvsELARTdkzlNZWx0jGE966MGwENQ846ExtACEySEWJ/JgBicU+ys5rvrOfRPCnmC+rkCxuVse/POnua4kO7xv00J2wcXRsbPNFYcskEzo7RvAsmeOlSIpoMpola7IhMblMQRSPGl6bJzwxB0Thz8GfoQQGLNWaaI6TJtLy2epnWc1T2ifdEj5XtZIfi8TprR6+loJOJeMr0sCOzvTpI6jtRRM0SA6dPn3ZVnVmKoN/vO8aJ1cNZlkDzWtjZNXFQO6b9P5HdFftsrTfFfk+2RtdxIgio1WquBhSdDz03AQQr7tOIHTp0CEGwNdNneXnZ1U7jRAJdRFrBGIERc4AIYE6fPu3CdAQnzFOg4R8MBqGZZrQtzM1i/1xdXXXGn0nhDBUGQYDZ2VnngJE529jYcLXX6KHrjKFqtYr5+XnMz8+HGAUdqICtBH2dPaSMtDpL9r0pwNRzq+7yWmS/1WtPZG9E82E0pYS5cevr625WpJ0pyf7LCAPDV9PT09vyBzc3Nx0jRfaHDDLrJumEKuqXjhWadM0+wfFweXnZlejgbHjqGmtAcVYs2SGbd0xQoVGeUqmEzc1NV4cMgHN+6IxoTarBYOAiTDw3n83c3Jxbh7ZWqwGAGy+VKVZ9oq4pdlAd05QaxQ4WZOo2OmlKcPC6ewKeVNjJlFnS3AX1cGk0+CBpZJWNIiK2SJIPTmlxUpMETczrIfVPI8oXE5UINoxKV/ZJ496al+SbPRBlMDUUaPNGrKgXoiwe263f7fV0jTqt60Tl8DFO+sws2+RjPhLgdO7E9/wV+GvoWvs9DRjDaTQ6KsqMEFxQX/L5vNNxMi2tVsvR8VrFm3ptvUX2d/YvssY2h5A6QdugOQwEQrwmBxXmfDDPiuBQS43QoJPV1efHRFqG7Ag4dR9L89tQnP0bxiypwVdnTVkIZd92koeRyHii+TDAVhiP/Uanr2s6g+a86hjBfkCdUCaLgILODMdMRnKozzqjT/Ok1AGnbrHPaI6ehgRVt3Ts4X1pOI8gSCNA1HdGixR0kATRPst28nkpKKGu6ZIofDa0QxoFinJKgLBuWWCkzokFoHZctjZxHF3bUcK4frJDqXfGsJrOGtMXr8sXMMGSnqiCGdKDfFH0EjijgEyTGnROjySTo+BpMBg4g8+XymuTHSIYZLInmTS2VcGSJp76Hrp6++wY+uzcSxCmR8/D+1AFUNZM9+P5m80mWq0WlpeXXeHLbrfrctS03hO9cqUs7TOz9HEiey80aMNAqho66gBZokaj4RjgfD7vlkgh60OHxOYMsE9PTU0hnU7jwIED2NzcdLlP7Xbb1QjjrBsaJzVoGuYimKIxW1xcdLVjOMuN04sVPFUqFezfvz80wUEXAGaOU7FYxL59+0LhLjK8tD3sxwSJtGcMIczMzIRynZQN4jOintOps0mqQDiUGfVHu6XPzIbqKUnYfG/FFzJTsEsmh32UAECXAKFO6ULwwFYfU8dCgTzZIIImzoa2i7azP/KcPJ+GDzn+ku2inmhRSHX8yR5R2Cc5npLR0tIHjUbD6SnHZR3blMGhnij40SVTdJapxRaWzOBYz3Zym/5ZEKXt0tAixTJPHMfHkR2tbcfGU9SIcz+NFbPGEl+eAhKl45SyI7hSo6PsTzqddgaIL5svnuhdc0CArUJYCq40MU69U06F5HbWj9Bq3+zAwBbQ0efC+9GX6QvJKJukyheHku1gRQVTZkmrifN/LjRJpk7fm897tu86kb0XZR2s6OCqXi37GYEX2SaCfXq6AEJMqTos7AMcCAgKUqkUKpWKW/aBoWEWydSp2PyuYENnqwFwDky73XZ6Td22rC4AVxCw2+0C2JohOxgMXN02zRdU0G+TQHWKNO+LuVeaf0FPGtgK1/FTZ+RaI2/Bk363IRkFTFG6l4CnvRcdt2hv1e5Sp7R/0G4q40l7z5IhOjgDW/abv2sezmAwcH1cF2onGaAAgH2Pov+zfcxXooOjhAYBv4IbnQHPyIVOXlBHXh1t/kYCRVluMtZKqFiHTZ+Rz+bZ96EEhAIn3rsday3rq5/ahjgdjJIdhe20EUpp2u+k+/RhaQiMCHR1dTX0nYmYLAC2vLwc8mC18J4yNkT3mqTG6zPWywrMwBnGZ2Zmxh0zGGxNPWWsWMMQilIZirTxVhpsvmAaSwButpE+DwueKDqAakewCkfPhKDo5MmTaDabWF1ddblOrMTMSss6WzFqENDPqHefyN4K+4eGB7S/WOaCg/PGxpl1EpXdZbHIZrOJbDaLarXqptNrQiaBAQd3GnpdwHZmZsaBdBpbbS8p/na7DQCRDC2LsrZaLdcG1kkivc9tXMBzYWHB5fZRJxQ0VSoVl0dBHeGMYF6DIJL3ydl3DF+WSiUAcKEbgkEFfyr6PvST4mMRFbDaP9oI2h6f55zI7oj2HSsa1iKQIAOjeU90qOmIk4lSx1tDT1qBXscTrl2nYXH+rzrGTwVvClDI+qZS4ZU/NFqi9ZYYHeKMXWVxOI4TcLHdvC9gi+1iqoDeH5krPZeGNfk7cxCpW6of9r7t+KPb2HYLXHXcVWdI9W1cR2XH4EnFDvLaGflyLVjgCyZw0e+MyZId0rIHRLS2bop6yWwLr8WkbotAaagzmYzzgnUmjc1l0gergIbgiAjcPhdNXuOLtZ1CAZQN91FRtEMTlJFxYzhFmQGyTizkphXE2SbtRBY8JXLvSZQiqx6pxwVs9TMCH3qU9JjJ2PA7vWVNHqfOsU/bEBXZIA4e9I7VUeFyQ5o/pZ4q28F20qCyeCX7Oq+nbHUmk3FMFO9VPXM7q1CrexMsMkkegAtr09v22RENmXCbZbjsO7L7a+4Hf1NvV8+hA60ek8juC5+9jlMUm2rB/ciyMLrBsB5nrAbB1ix0ZSk1+V+dfY4xusQRQ9V0Tli6wzrYWqJHQZNlzdh2RoQIDNmHNZSmqTJcMklBh5If2had8arsNYER16Gk3tPuECjymep78BELqh+6n4YRrW7ZvGXVcZsuM6qMDJ5obHw5N2woO1gcmOL+SsVpB5iYmMDq6qpD7pr7pFOFtUCWUpD0lNk5aTw1rEBP2oYvFPwwtMX70NCYAhkFgpxlpLWi+KL0efAZsLPGPS92CC1BYL93u10cP34crVYLS0tL6HQ6rs7T6dOn0e12sby87GYpqqEYN1SXsE57Lz5wHeUZa56APZ59i0xNKpVCq9XC5OQkms2m85KZy5HJZLC6uhoKVxNsaBVjJrrqbFetg8Pq3xryo14AcHVubH+nl80ZoCsrK66AJcNrtVrNediakEpbwefBQYRAieCNs6YodCwYhtSisnSoLEOrYEadD1/4ne/AstYAtrHnwNYgxGdH1iCRvRcOuqpzPvYf2FquRB30TqeDbDbrdIgMFOskEVSsra05tkcZKs2L0vFOgbTmDdN5ALZCecy7UqdC8/YoWsYmk8mg0Wg4PWcYWyuOA362NJ1OO6aWQgeEbPbExERo0geZKo7PZMvZXt6LjpF2PFVd9Dkhyjzxdz1WxbdtFNkR8+QDUNwObK94HQWgLHjigyONbquMWvCkyF3zkbgv469K4Svg0VwJzbkCEErUYydVCpeKRBBHGpRgRxG8VUjLwNn4raJnPicNyyjDQKPPKeVc+Jfgj4wUBwYf+8X3YUUNhw4ECYDaWznb56sDOfuUJiin0+ltlYoJnrTobTqddstTcGkFGkqdVq31YMjaqmc+MzPjdBSAM5iWMVtdXXUOAdlUAry1tTVXmoBOj94rwRJtCo02E8QpZKD4jPk/dUlnv3H9MD4zZeFozG1IVUGv/gFbi5/qQKhJ9Rr65/tjexI5N2LfodpjIBxF0PfL8UHz9lhpn2kkVk+4nbpIB0XHJIagCarZ/xlJYUiZfZ6z2MjuEqjoGDwYDEKzVycnJ9HpdDAxMYFKpRJio3hefT76nNRx0W2pVMqNxXYs09mEHM80EVwBEL9b0ERdVMfFjrd2nFUQZYkMtZejysjgyQeW7MPkxdk4Il4+BBtm4P/aMQE4RM+OocnfGt5T4ETWSSuTag0mMjaM3xL9s6iYGigaMU1W53Y1fKxjRaTOWQhq0BWg8Ry8H56P1yKbZJmHfn+rImyn03HbOcBwdh1znHq9HlZWVtxaXvSkeY+2k9vB2oYkovZLZG/E5/FGMU8WjEcxVQS+7GudTsfpAY3RxMQEWq1WaCXydrvtdIm5R8xJJPDQPs8Znzb0RsCjIWkCHQK3SqXiksB1SRZgi61ieQHmKtImqFOk3rzmcKke8/wa4uRgQQDDtSl5bgJKNdz8zkHGGnRryG2i77Bci0Tv9laoF9ZRjNrPB4oZCeCEBvYBOib1et2BIzJRBDo6k9tGVNg/CKDZ76hn2uc4JpbLZaRSqVCJEobq1T6QCLB5tJubWyt78DiujKF9l32ZpIWysXyedLCoa2wXdUbZaCvUNZ1sovqs+UqWbfIRFRan6D5893s2225U0Y5HEAVsxYztYGARsXpfPBfBhhrHqD+lQLPZLNbW1lzxTQDOO2DH4HdeS2dRKGLXaysjls/nXbVUJtBRqADsIDyXnbVAw05vQD1ctpXhuUaj4ZRmY2PD5TjV6/VQbadmsxkCU1pV1mcAKL6BWtvKfRLZO7GeYhyAArbP0lTAr0aNvwFhlpf7kZFiyCGXy7k1qggUuC5VoVAILYBLo0Xwo9eyoXUg3M+0COHExISrP0bHgEnlzEvSRUFZm0lDa5oor+EwCg07HQrqt3r69KhpC9TDpv7rtZSR0rCbfqrEDdK6PQFPey9RDkfUvhqe5TGaw0fSwJdozZC5pnkoaCLIYj4v+yCvozPQbR8k0FFHhv3XTgihjWFeldZ5YmoHc4CVBFDhNt6fjt/85HOx+snj1RGhqC5akBQVrtNj+V50vPO9Wzvm7xl48oXkdLv+5gvRaaiPhkMNSNRArv8rE0QK1IIpon12PAAuLMi28iGRUlSKlC+JuVO8hnZmZZyoBNp2Ko9NTLOdi0ZbZxqwGjKvz85O9ml5edk9C3oJTAbnTJBOp4N6vb6NcfJ5wsM8Xp/hT2RvxbJ+dtKFjxXUY7mvnguAM+S6n9Uxrd6voQTqVKfTccZ+dXXVrenIyt30oOkkEIhRX4AzVb6Zm5FOp0ML5/KaAJxB1zwJvYZONuEfQZqCOT4PgkM+EzpbWhFddZ72wU6s4LmtYR+mX9YmclsUWOK5xzXqiYwuNm0iSqIGYd2m740AXZlMrn5B3WL+oQVPWhaHDA1TQ4Ct9WXZJp1kRaDDe2POn9ZWVMCjDKzm9fLcynbx/lRX4oC9lsFR0oHnUjCnifQ+p8OORZZBUrHv0ocjOA5zm6bijCpnpZW+MIEPOCmtpjPeVHwvwherBeBeNAEPX6YaUJakB7aKkbHz0Chqp+MfETr3Y8fmAqL0utXocpYSPW6b9GZFKdNUKhUaIKhgHORoOJmTsbKy4sJ7zA/RtepY/JJFMZm7NQposobBdmDfgJvI7ovOHlNPyg7EFthavVNdtMaHumXz7brdbugYXZZC65tR10qlElqtFqrVqjOGBElra2vI5XKoVquhfs3wtoYm1EGhftlikgxbax4QbQJtgLaPz4ROSiqVcjqm08iDIHDFOjW3Ig602AFznHcbxUL5WCefx5/I7ok+82F2zTovcfurDvP83W7Xsb0+RkrBkjK1XBOO7A3ZJ7aZgIh6qiF1re2m+cJklpUVIrBjOR91utlnNQ0lyjGgkHni/oVCwRELGm70Oeo+J9D33QIjS8j49qH9UHBnazSOIjsGT1HhAIve0un4BW2B4QbIsl58SMrgkFq3lJ56gxprZZ4FZ0LozD56v5zazIRZ7Zjp9FYZfFujgvekcV7tGIq8gS0GTOlDZauU/lSaleCJxQtZSVyXq2FbLMMX98z1mfF562ci9y2x70eNvA1X8TPK27b9RJeV4Mwc6hANM3Wcnq/OUt3Y2MDS0hJarRY6nU5Ifzg4aHI3BwDmSdkQGXWDRk9pf4YOaBwVdNCrtiwcdY735dMPdT70OVljvZP3pn/UcbYtmWW396J9Isqp56ePZfIxh9wexYAQrLBfEVAzaqLOOxPK1eYrMcC+QhClDJSyNNQ1sl7M+aWtV7BWKBRCk6z0Ohy3lDixdcjUYQG2isxyDFRm1+pbFEawdmrYd25TvdfJX1pziqkxewaefDdlO5uP9rLfrTccdT7dx+dd64PhdxpXndGiqFlZqXK5jGw2i6mpKTcQqEHn77VaLTR9U0OHukAqk1mVcWIbuPSLjR2zM/IeqEzsXNymM4A0p4lgamNjw4Gm5eVlx0IpO+ejOdUY6DbbodUQ7HSgSOTcCfud5hlqH1PK2h5n3y/7t874YdisVCqF8vUYpmNCOQcBAKGyIeyTNN4M11HHmL8xOzuL2dnZUJFN6gz1XZdwoi7RqeE+vA/twzwXv+sMPjX8fHYaWhhVRmGn+C4InDjrqVAohKqQJ7I3Msyu+UAzj9Pv+r/qnOqejaDwHFoTjX2R/ZNjU6vVQrFYRK/Xc6FyZUi73S6y2ayr48TxzCZc62x09jPm7nJ/jnM6kUnBk7JOlrzQbXpdTdvRKJEd2+1sU/uch4XVfO0iy0Rbpku5kZ2LsolxsmPmiWjZlwM16g1aiUKTvqKRvpAYDTQXHtS8JF3TK5fLuSnYtVotFMPVcIh6sjoDiH9a7E9jxTaJj8ySzjbis9LBY2JiwiWMk7miQSVosrMkWMafibWsvcPnbDsot8exDvb52w6cAKj7jkR5XKozPhn2Di3zZL1D9j3qiA4INKTUKXUAbCI7WatUKuX0jMfRSWCdJw3R0wBb2p/ntDPZNERP22VZhahnE8U6jPIuVPictOIy/+iIkd2bmJgIFQlOZG+Ek5pGDdv4+gD7r9pLSxJYQG7PoQwYEF4Shv2XA38qlXJ6YusTsrwHAY+GoalT6sCQ5dV0FIaveYymx6iuqdPim/VGsek99s8+R31G+vx80RD7/OhwKPCzZYa0COnZhMTPSistglZgQxkWsgPCSJ3feawPqSszowaQM3/K5TIqlYpD6JyVwxymfD6Pubk5FAoFTE9PO8M6GJyZwk2gw4GBNV9o3LWGEgcF23HIamkyING+gjN6AalUyhlQfcm9Xg/1eh31eh3tdju0jwIrFsdstVouzqxKY9+H7x3YZz9sn0TOrVgwG+Ux2/CU7qf9lOI7B3/XvA3qNfsmmR1ldUiL09gyqVvbw086GxRWMmb/ZxL5zMwMFhYWUK1W3QLATDgnsNB+q6yW3iPbGwRBaCBQsc9JvWC1T75jbQhIBw3+zvC+rsHJfEb+psnwCXDaW6HtB/zOe5zt1EHd6qYV38DPbZqoTf0BttagZL/VUDMdAeboAlsJ2gqOtP/YtBbqD9NUisUiyuUypqam3ILHnBClERMlGNSh0XuNehZ2Bpy1ZVHHDhufOCbaMZRL26jTouk2tEMEouPIWWumRYg+QzyKR6b7+QwajWIqFc5zYAcgBclifgqa+KlgRWPKk5OTzpCTsmS7mASuaNXWXFJaX4Gdnl+ncipyp3ehYEepfMa7dYVtomlO3Y7KcbKMU5QkYOi+KaO+P5Uo0BvF6trffCFa3Yd9mH1a8zNo3DW5XGfZaAjBhsX4v80LDILAORC8LmfzaUja58n62CI13Mr8sCaOHQyHPWcfY8VnpPli9IoVMCmDp5NA1PgnsrcSlfM06vu34us7UQA96jyqazYXR/WHY4vmOPlmeTMa5NMzXscCfTJXytZa0KN/OhHMPgNNdeF+dOqs7bH/W5DF71osWvOYODlMi28q08ttJEUUQ0ThlygZGTwRwfIm7Ev1ebR8cNyuDzjqBej5rGGisbQz4phkSsapWCyiUqmgUCiEwBO9WsZ1dRkKPmAFL1zWgjlEBCia68R70/bolGsOJAzJaSdg/SqGEKkUen2WIWDCLdcS40LAKysrbk07W0tDn3WcAqvEDQqJnDtRZnVcpaZEOTJRYAkIL6ypOm0L6pHBZWhcv7OiOPt0oVAIMTH8s+dkzpEdANj/V1dX0Wg0MDU1hYMHDzpWl947bQhzFtluez9qfOmU+Fgs33O0bIMFfMDWLKNut+tYJa2dQ4CkDhS3cZIJ15/cSSJrIqOLPt9RHX+rQxQLGuz5hr1HC04IujUdRMc75hdq7h8ZWV5bi1AqgGJonWOYEgOtVsvN7uPMWY5hFvil02kXXvY5PrwPrZtIfY16PlGMFfWbDhXD3HRIqFu8lobGFWNwO3WNDK+GP0eRHTFPPu9Ub1Lzniwwiut4bLitIWEZJhpNfhKkMGTHvCeCGM1p4ovV2WvKCqlRZW0lAhbmINklTjRRnSCO7dEFF7WasWWXADhwqIjadgZ98ZxWSrTt8yB8yux7b/Zd+P5P5L4pcUZnFBYlzuhrqEpnu+mq7KxITtaXRSxJ97NmWdQgpdW/+bvqKj91pp1ONVbhNuoE7Y3mNOrApG2KAk32+Ua1X23H5uamM/AKnMhAMbTJwUdtAR2rYbmjiZy9+MaqccHqKDqm4mOB9bo2cqHlC+jw01Hh5AxWAbd5SZp3qODDXlvHSTuG6H56v/wj6xMV8Yh6pj4MEZVkr0wSHRPONlemyQeWtIaT7kPyQhdL3jPwxAFfxTJObGAcaIoy8nzxWgOCgERnqxE0Ma+JoEkLVmpOkXYKKouG3BRR01tsNBoOQOkL4D3pjAV2bA4g5513HvL5PKanp7d5o4PBwOU46bpDBIPZbNYZfl18Ven8tbU1NBoNNBoNrKysuNCeHWB8Cul7d1Hi+z0BU3svZ/uM1Xj6mF7fNdhnbD+hYdIliNR5mZqawtTUFKrVKg4cOOCWTmGuEvWDhk+BDMPvNISdTscZRzWCzMfgNXXKNfWXDA4dkXq9vi20r4OCgi9fKFFthc1FUVsXBAFarZazGVqLiraQ9kcHAuqrPmOdVUvGIGGe9lbYd7TMTJyMyjrFHaeg2AfYlCTQCVDlchnVahXFYhHT09MuosL8WgWCen/qgBDIWybGzoDT/FztyzbcrnqtbJfmHcaFoC0g47V0DOSY1+/33Sxz6hz3p2g72Xa1JXpOnR2fyWRQrVbHSiAfGTwNU2D7YC1w0gfkC0XwBpSyZ+IkPVj9TsqSYQMN5Sl4I6XIGC4fKJWF7aGxInjidEYLBtUDZ20MegOVSgXlctnN6OM51bPWwYwvlYZVE3JJ4eufUvu69tc4dOOohjgBTt8Z4vNigfHelW9AUENIx0DBE52Wqakp1Go1VKtVVKtVl+SqM01p1G2lewIhJsGyaJ/1krX4nzpU9BYJUGj0fawur8X97D3r9VTXleWyjhTZoUaj4Qw7wY8adcuk65p9bKvN0WDI82xmAyWy96KhtlHEp2fquKRSW2UzqGscU8rlcmiBbjJQ/LQMkzoNBDJ2fFTnmiArnU67c3JMtvZEQ3M6TvKe6NiwTQpwGDJUjMBaS7QTWsdQw3PNZtM5KJr3xGdL3dTUAE0PIHiinvJemCy+J+BplORFDS3xZvTThuY0oTSTyWBqasoZuImJiVCZAYIlXXeLTA2NDB+QzoQjK8Prcx/OSqMRY+4EZxEpWtc/rV+Tz+dRKBRQrVZRLpexb98+5PN5VKvVkOFlWwim2AZd2Zqdh7U6BoMBms0m6vW6qxrOP+Z/EOiRdrVhBj5nbotjHhL5jyNqPJXxALbn7Figon0+nU6jWq26acxkftjHZ2ZmMDMzgwMHDrj8Qho/zXmiPdD1FVk2RCt7U2y4jkaP98PwBK9F50dXm19aWsLa2hqazSY2Nzdd7iNtiAVPNNTUTQ5eXHybv3M9yfX1dayurjoWWB0krTPHc2teiA0laC2tjY0NZLNZtNttlz+WAKi9lZ0we3H20+qabvcBFoIT5hUxh5D6Ua1WUavVUKvVsLCw4Po5izhzTTsAIRAOIPQ7HX72QTrstr6ZL4zP8RWAi5zwPGSF2u02BoMBqtVq6Fx0/in8ruOq6sXa2hqWl5extraGer2O9fV11Ot1x05zH0uS8JPX8oXqlITgZDA++9nZ2bFmt57VbDtfbo3NXeCnGmWCI+YkEQQRPPHPdhALojSfiG2wsU4aV2Wa+PCVgSII4wuhcbYzhHhdXd+uVCq5sAZBEBE5k75p/PmMBoOBQ9W8Hmc1+IT3xHOSeVIvWcN19v3oO9ltY5HIuRelyYeFC3zfVVfUmOuUaJ3CzP5NlrdSqTjmV6uO00BZ5tnHOMcNJhpGsKwQj6WO07Br6M3mbdiwHHXI6qQ6f5OTk65cCMuV0JATPK2vr6PRaISOs566gicFrWqjCL5Y5y0IAmdfNOk3kd2Xndi2UZxQn67pMeyTukwLxzuCJx1f6GhYVlfHWf1ftymrpCBei8Nqm5QptmyWkgt6DHVV28E+TVICgNNXG33ivt1uF81m0zkmrGOotRXJ+nKsJWhkiovVZw2NE0Ctra259moKzqgy8p70YDXhzIbnQic2xez4XWtT0Jvl6uwsJ8AXomv+KJjijfLB6EOhsWu32yEjqShTkzn5EngtzU8g0NO1gEihclBhnhU7pTWqipYtXUpGrFqtOqUgoCQa5ncADoi1Wi0X+9UaU/ouFEjZAcv3P4/h9kTum2I9WZ8D4zvGGnDrWdqZrLOzs45xomNTKpUwPT2N6elpZzwnJyddhWTN2dnc3ESz2Qx5tmR8aBc42aHdbofyLGwZEYK1Xq/njChzFnUyCB2bVCrl7oNsM20MDe3Kygrq9bqzTywUSJuSzWbdhIzFxUV0Oh0sLi6i1+theXnZhfZp8DU3igMFf6fXa3OlNFynOR60iSwMymVwEtl9yWazIcfWJz69UttK0KD7Wp2zToKOb5xgwZAc11EtlUqh1BQWi9WaRHS+ddwEtkATI0ZaYFnBvTop1FVGP6grrIekRZ5JegBAoVBw4xBBP0Pq/X4fjUYDrVbLXZ8RGwptBpliH6vLMVTLDGguFEGTjut2Iod+KlvFfnD69Om9Sxi3HUxfgG6jUaVR0jpGOkOAgKFSqThQpWjWrgDNcygLo9N8GQbjqvD8zXZ0ffiKrgk82Jl0hgONK188wxdaTJPJ3UTNmgNBI6rCa9upldq5lUbli9cZeKO8Lx1ko4yED0Ql8p0no7JQtn9ZB4XMkjo4NN7lcjkUStOkTE3IZBVk9nurX+zrCmA0l5DgiYODFsDTe1IWiqITRgaDrYRYOhydTgfNZtPpL4+hTeAMW64X2el0sLq6il6v55wiX/E99X5twT7bXnX8qNf9fj+08CvXCUxkb8SyHzsRn0Niv9vUD0Ze6Hzn83k3AYrldtRBVydBowea86q/aX/jmKm5vzoLjzM/NfKhuUIU/q+6xjFVdc1OklpbWwtNBrGMtJbz4KQLfnIM7Xa725K9dbadznAlBrAz8CyTponzDJfvCXhSJoMvBNgKd6mnqHWUFGQQgGhuE/MVLMXOh6uGh6tRq3HWApKk9Xz0HgEEp00D4SR13iMTvXW6tSbm0RugcWdOBI0q15fTmi28pg5UCgLZHoYQ+Qw14Y4dgtXNNbxo87J4L9pB9T36/h/27nmuBFh9Z4gNW2nIgDqnoYLp6WkX96eO5nI5TE9Pu+RUNeIEHzoDjQZweXl5m4GlpwcgBJbU0SJw4jG8HkEb9a9QKGB2djak36Tgacip02RtqW/NZhPtdhv33HMPTpw4EfL2K5WKyzMke83kVM7wIbOtDpg14DTs6hVruMAmser7CYLArak5Pz+Piy++OJQvksjeiWV1h+1j9UuBsdpd9ndGEcrlstM55g/qahhkm6hrTNVQ8KCz0GiX9Zqa06T6TuF3HsNxWtNSmCelkzAIfMhC6Riq4bPBYODWWT169CiWl5fd8SQgOEaSUVZd4ycTxQme7HbLQGnSOdvhe5eax6UTxMYZ384q50mTvvWTyaJaj0KTTXVRQ96IIkFlWoCt6br8zhulseYfQ3QEVHy4CviIjDWnCdjyhkmJaiEyghnuo+3lC2ecttvtugRxXkuNuQ/Z8uXq7CB+V+SsNL8dDCm7CW5850oA1LmTcZ5zlLHXHAV+V5aHni29Xi6ErQtnc11IskC8njKmZGpUF5X1VaCgM38UPOk6kMDW8hTs+yxDQkMNhL1I2gl9dpq/QePLSRetVsudg8+l1Wo5polJqrwfhg4InmhjbD0nG0ogwNN8DLaV7J3N/ej1es4RHGWyTiI7k7PJdxp2Xss0aU6TLt9F8MT6gJzZSrGsLs/LvmfHSmCLJbJlQSjUNeooARqBExkqZWOU4aJe+SIa7ON0QPinwEZnjetC9wRHdpYdwRPDfxqe47ipNkAjSTZ1Bdga72mfeI49AU82EZzGlLNxaGyJQnVWmhbSo/fIRuosFxpCm0PA/AbGYfUB2wRqXbyXLwnYyo3Y3NwM5VvxXkid7tu3z00FzWQyIaSvlKQmg6+urrr/9aVp0hwlCAKXf6UdnveWTqdd4c5Go4Fms+kMvS7+qwMFz6VJfLyWtkPFbosDRXF0dCK7L+xD+j4VhKji8zc1ZDQGmhxqQwVaiymbzWJ6etoZdDKuDKXr7DRW2icAofEDgLvvvjvUVraL3jFwxpgzTE/QZO+PQmDBAaLT6WB5eRmFQgGLi4uhWmscbKxuMNn7+PHjWFtbw8mTJ9FsNnHy5EnU63UsLy87JzCXy4UYJw0VkGFeW1sL/e4DTxqe8IXW1QnjM9BZsbRL+v4S2RvREBbgL9yo2+13H8NPXVMHJZfLObA0OzvrWF1uJ9GgE6DojBBI93o9rK6uut+VwdRZdmyXlvehnvB+CY70ftbX1x1x0G630Wg03Ew9JUpKpRKCIHC11ng87QGZ29OnT6PVamFxcdGFuvv9vsMGHK+ZW8jPOOaJeYQ2ZG4ZJg1jKuCzn7wvZcZHlR2BJzaOyJTAqFAohGbLaQKazo5TQwFgm4equQPsJEqT88H6PDzNZeIfUbKGBexD1vID7OyMAfPFsG0ME3a7XbRaLTQajRBrpC/Ohjt5vxQbvwa2al7wftjJNN/Jhk/3CuAkQOncS1xowLKMvrCsgmYFTzR8rElGr5ffGVYnkKDBBbbnLxBE8Tt1ll4uhR4o9W9iYsLZCdWLqMGKThR1Q4GizsSlrtr9aBeazaZbzoihO4Iyhr+ZV6U1ZhQ8tVqt0MwfLWGght3ONlQjrjmd/M3OBEyY3XMncTlPqkuUOHuo75k5vTrZSHWNuU2chKTEgwJvrfOneqChcN+YSUDIPD6mf2hYXJkkjsG8Bx1Deb58Pu/CbppOo6kl6+vrbikxJorzu47HTL/RKBKPVdDE8gcET/Z+1VGyDJMvF1sdUjtGW0JimIwNnvSCpNq1CioNtu4DIISIydCQHWq326HrKM2tD049O5uQ6Uu8pLAzE7xRaMgZSuSMBg4g7DDZbNa9LE6d1FpSzElQNKvPSkU7PA229VCpPFrnSde2UwXitRTg+SQutDcq45TIuZGo526pZstQsb8R+Ci4oKGuVCqYnJzE1NRUqAAt6Xn2PeoJZ73YNR4ZnuZsORoyOiJsrwI4DiacoUeWRVeGt+FFDZNz38FggHa77cAOc7RSqZQLxdEGrKysoNfr4dvf/rZjmqhHyk7zeRI86T0zaZUgSZeE0BwXDRMAW8Zb78O+K2CLNVYgqblRiR7uneh4MAqY19811UOZGeofQRLZXc6Uow6SFeJY2O12nbOh6SCcYU2w4XOWCGSU1NAJT7xPZTItA2NJDdqDVqsVKmTL2eWdTicEtJjjdPz4cTSbTadrZGxJOnB/smm0Icri8lkw7UZnxqkoHrHYxKdrvjGSz2OcMgXADsCTbQy36awZ2/E0DplKpbbNRqFnSgSrHtzm5iba7XZoajANC39XQ2Yz62181hoj7WC6ErwafhozdmwaVYK+IAi21YiIAk5AmHmyv/F58f600+n96jUUeceF6nySeLn3TYkaMPm+lRG1RkIrgjOPQkMENNw0+Mp8UM/ZR7kAdb1ed7Q86XUFT5q/Y/MItfwGwwMA3CwfJp7aQcEaPTprBD3KQHE/Omk0whyAGo0G6vU6ms2mAz9kdxVE6Sw76vnKykoor0Lrq2l7fW23IFDfFe+Ldo/PX/U5ri8kcvYSxzxR4gZtDf3QOWAeIZkmhuW00KxOmOI719w6nRykIXKmsKjeA1v5SAqCOIZy/ON14vRM75fHKTDTkkVcG47juOb+2sXsmWajE7w0XEdmyrK4GpWyz53f2TYfeIq7P8Uces5RZUdhO6XHmb/Dh8hG60O3EgRBKEdIkyd98UxSeEpnKs2mD8MOLABCxkm9uXQ6HarblMlknAElaKLB5ODBQYPX0YFHr+N7caokg8EglIyuHgHbSKDG0CBDDTpwRBlwFfXmz0YSI35uxA66QJiStgaQSaZkWMvlsvN22benp6cdqOL5+KkhZ4ayOGOuXq+HQnQEG+122wGRZrPpzsU2AFvLMLCfk/0CEFpSSa/f7/dDYEuN4Pr6OlZWVkKgjGt9aciDOU7dbhenTp1ytZqYuEpjTeBHD5j3SUPuK0Vgw3FAeGZjlCccZ8iVsVIwpYAqkb0VBbgUZRXtoKwTo7TUAMGSrWeoesG+zrFTIw3sh0wLYX+04Mm2ne0jKGMYPp3eqt2mObvK5vK7AjEtgUDQRIeM4xUTzrnaxfHjx109NIbI1Qnh/fCPjgp1jc/chtBUZ3xhb90nCgxHjV3Wro4jO04Yp3IzQ51Jo3zYOivMGmoe1+l0QsBH47oEVTq7xVKnamz05u2+/I0dSIGVrpvFEJqCEw4WLExJdK0oX8Ei0TqfkwIiPgOeX5+Xhjp5D+xUitg1zMDzxUkcYLLectz5EuB07mRUsMt3oiEAGk4uGMppz1z0koUibYFHZVbpsGxsnFnsloZOQ+I+8ATAsUN0kHSgCYLAtYU2QhkrfieTZP/I+uhyEzTo6rT1+2fWwGo2m1haWnIGXGfmdjodF1LQ/+np25BoVEjcMkk+I25zLPi/2iuKjx1IZG/FNxBbNl/BiaarcLIUlyfijFWmifgS0kkEAFtpKpubm1hdXXVsk84mJ4tD9sb2De2DymgxTE9d40xWJTZ8oSolITSa5Jt1DsARCprjRD0iAcDwo4b9OaZxzNeUF989xjkh4wCmYWPdqDIyeOJDVtYHgPPgNjc3XXVfGjoFDIriNeYJbCVI22QwHusDYUotKkhRz437ac6T1poql8uu+B8RNQGL1pLa2NjA6uqqQ//r6+uuk9KzpkIpeOK92ZwGfmdyunZIAC7myzXsWq1WiHVSZab4/h+2TYXntNsSOfdiwbRv4GaoOJ1Oo1KpYGZmxtUiY3E9ghYmZyotzmn3ZFcIovR3JlprboKdZszZqyrWMKtnvba2hmKxiPX19dByTOpwackCAitgy4BOTEy4+2NOhHrDzNNgqK7b7WJlZQVra2tYWlpCu912AxX1WYEhr6m5i3wvqid20NV3Y/VJDba1T3qcdfz0OonsvnAxagAOLKjwnTCHUBfi5SQpzqLjLNJKpRJ639ZB0dpk1MmNjY1tuqZld3RGZxS7ouwYAJeKsra2hnw+72yGtk3HTY3aKPgjc8x70GLUbLeOVadPn0an08HS0pIL+RMsaa0zZfXUYbLPX+8tahyzehT3jPSceuyeMU8a6+SFyAoRINjcCaWelYpT9gmAM5RaosDesN6oL/6pnYBiwZMCKCaHax0qhh51qiRjtuwAOt2SnYz3QOBkw4XWw2R76b3w2rwfKhbROr0RBZU6sA5D4MMYDH1eo8io50tkZ+JjKKzzAGxNhNDqxAQVZGM4GBB0EygwQdNO/aVBZ//nBAn2Qc0nZPvUINPA0lOlXgdB4BwRJnX3ej03EFlnSb1f3jvzE7U0Ae+r2+06Jop2SfWH3u/S0hJarRaWl5fRarVCNorXp075QIuPYdLtPiPuC5foe9X97Tn03InsvhBsRwnfEfscJ0bpmo9awJX6qAwTP6lrVseY08uQMpleHquzyLXOU1R7Ob7wnHSKSA4ou6O6CyBEepAM0bGNjhb7L8OLWj+NKSYrKysOPGmdJyuqa1aPrH7F3XfUdtVVHS/1GjshCkYGT/v27UO/38fi4qJ7kdogO4hbb9ki2ziDZR+clSgDpoOMnl/rOLHD8zsRND1gdnSGy9ihu92uQ88cHAiA6JUwb0rrtABbybekJjk11ZZt4LUbjQaWl5exsrLiplbTG7GMG4+1z2svDW7CSO2tDAvb2P5PY8k+QYDP2WjUUYIKgif9bhM17XIKdGxsDoiPAdWEVWDLOWIbWBBvaWnJMU3afl6bTBITcovFImZmZkLnIwtM4868i1OnTrkaM61WC0ePHnWG3epSFIurtki36/dR9EzZZnWQfODJAuVE9l58uU76G9kXrrFIsKSL9FLvbAhcV7uwnzodn9EGW6NQ83rJ0KjYfsL9qK/1eh1ra2uYmppyugaEnX3ql84W1AR3TWwnoRAEgQN61LVTp06h2WzixIkTIV2jTYnTt2HgKEriWCNfNEUlbvwcRUYGTzMzM1hfX8fy8jKAMIsCIPSSfWI9SwUXivwtCrWed5zH5zM+PJ9dk44dn163lqDXGkua6KYz33hPzJli2I/IX9tF75gDAhMKFTwBW9OrWSODf1qigF5sFMUZNRD4ZFjn0v0SOXcyyuBp9UABFA2wzo7RsiA01AzPsc8xHKfbNRcQCM8Gs7k+FMtSk52lQWf+ERcOZmFOesEERRyYdKknLsuiiaZ0fDY2NnDPPfeEvN6VlRU0Gg0cP37cGXPO7ouakWNBk70/3/Zh7yvKuPu27TSMkMj4EuUEUNgnCZbINLFf6mQfjh1kiMgo6UwyW/KCukgW2Jfzq7m11jHxMZ0Atul7q9VCOp1GqVRy+qwpJRy/ybDpovR6TW0X2Vw6+MvLy2g2my5hnLNxfWO3ZXWjwFMUsInSkShnZxRndFx9Gxk8HTp0CL1ezz0gdgA+/GENI8r1PUANRXFf301Z2o2/+QyOMkPKOHHBUxbCtMnb7Mhcp46fWt2buVoMJdCw93o9tzq21s7h+elJF4tFt4/ep+Y6aW0nPuso8BiF6EeRKAAV15ESo763ogyPMrL2PdHL7fV6rqqvVrnn/pq712q1QmU++Ek22ed4WGPna4+PPbbfqQt0lrrdLjKZDDqdzrYqyGSaOBuW0721Ej/3ZXiRs+s6nY5jmo4fP+5m2dHpsTS+Zc59BjsuLBC3j+rsMMNunT/fAJnI7gqjDfqOrG31vRfmSZFZAsIzV9UhsdPw7ZIiyur6JhtZZ9m20Yr2HYKXdruNVCqFUqnkyATeP+sZMvzPmXoa+tcSQIzAsI7T8ePHQywvE8N5X3ovPtAzqp4NIwWixj4eO4pDOo6MDJ4OHjyIbreLo0ePuritUvFRSFK/03hGJVr6cgxsjHRYx9b9tP4GARMTxAleSK2SHaKRZXIr17nSqsTMDyF44jW63a4z8JzpxHZwQGDFWa4XxraSamWdDNakYVKrDojD2KVx2SbfwBF1bCJ7LwpifGwihX2Q4ENnw6g3qVWxm82mN6dIa7lQdCao6qECqiigZ7+zvcAWA9XpdJBOn1lPjteg0WZS+PT0NGq1GmZnZ0NLwWgByo2NDReuY0I4wdOJEydcTgbtlIYILXChqJcfJ6OyRKMyvD5n0JcnksjuCPMG7QDuy6Hld6s7AEL5SXTA2ed8RZ61Xpi2Rcc3zeX12WcfgGKfpu5T11iTsNPphCajMH2EecAsc2L7P/Wc5UJYmqDdbuPYsWOuRAGdfx2zNEToA4BRQMqKb+yyTp3d3/4fBaJGAVdWRgZPhUIBqVQKs7OzDnRokUg2YBiL4QNIw2aTjEq/6f6MU2uuE1dOZ8IfAUsQBK6Ds6IyPXld7JdAS2tS2LX1WCuKVcl1HT07i4peOO+Jz1SnTdOLGeZtxG23EgWgRpUERJ1b8dHcwNZ74LIGpNgtKNJZdGrweW5gO9ur9V/s9fR71OCix7L/asE7tRXKyDKvqVqtolKpuBA3Bx5egwzw8vIy2u22m+HDT3rF9JLtYGRzLhX0WTY9rr+Pw/ZGsU0+SXTs3Io6pT7bSODOyQ48hv1Fc2U5lrDsBwGMTogiQBs2Nuq12BZtl7JlPjJB26dRFjr8dORLpZKrCWcnfTGkyHpOp0+fDrG8y8vLboxkegnbpAnpNkqin8PuO267jzwYhcHyMVLjsE8jgycu83DgwAEUi0UsLS2FZgGkUltZ+doQ/hY1+Mc13OZC2RuPekBsi7I8LE0wPT3tFv4NgiA0NZvJb91u13UUMlEEMjobQducTqfRaDSQzWbR6XSQz+fR7/eRz+edR6HTsoGt1af53eY68draGX3hG23HTgFUYqzvm6KDOhAOcVMHCOpp+Jm7BGwPa9tzW72iUJd1hozPk7NCwKbt1rCEFToU1NVqtYpDhw5hfn4+NNWaLBWdjl6vh0ajgXvuuQfNZhNHjx4NGfSTJ086gEXvV0sqaC03H8M2qoNiB1yfHlrAOuwZJnLuxDKkFjzxd11ndW1tLfS7zqpTxkmXJFOngu99lFIXPobGAhDdZvsar6m5VEEQOPBUrVYxPT3tHBedfMH7IXNLVvfEiRNot9u45557HOOkVcL1/vS5+oCT797ixrAoti1uX/uM4vRuHJ0cGTzRABYKBQRBgGq16nKDNJkUCNOPStf5HozvIejD12OtWNqdnwRPnFrKMF25XHal89leDjScTUfmR3OcNKzH60YZSa2cznW4yuVyKPeJtTq0REEQBK4QpyJ4Zabs9ewzGRdFxxn0YR04Mfx7J3ETAlRUX+zsVxs6s/vHgSruY2eExRkpq4uWgVKniu3Tkh1ahoD3oxMzmBBOQ878Chpyer/Ly8tuYgdzWfSc6sgoKI1i0eLu2/dOfN7s2ehKFOuYyO6Ijwn1jVMEQ8DWrGmSA1rslX8KYrQf2XP7WBmVOEc56l7sGKAAhk6Ezq6zE5w4jnGW+crKCtrtNk6ePOlYXuYDsy4V8UFc+8ZhdYbZvlF/s+eM09dx2geMAZ6ItolS5+fnkU6nt+UAjdIAOxsnDlAxWc1HW3JfawAZxy4UCqhWq5iamsLc3BxKpZKrtEz6lN4pmR7Wf1ldXQ0lamu7fEm0PB8pzl6vh3Q67ZLUNVmWCN0uxrq0tITTp0+7YmNaFNOn4Lxu1PMb9X1Egag4j2fcjpbI6BI1E8wCGb4Dm2hKcBA1M45skJ7PVvalzqle+4ys9SLpkOi51ICzvdRRdXI4u46efjqddrPucrmcM+CnT5/Gt771LWfYe72e836XlpZCrBKnkdvkVS3MyfZae2R1TiUOHPn0xTeDL05G8awTOXux7ygqv0zDctrnNQwXB8S5fxRw8rXHtjPKSbHH2uuxv1OPdMa5deBpS5i6Uq/Xcffdd6PZbOLYsWNuqSNOUiEzZR0lH1Dx2THb7nFZpGESNzbac40LoEYGT1r4jktAbG5uYmVlJTTF2SJdALGdchTxHe/rRLw2KUmWzmf5fC7ICMAhZuZF8E8TyC1wsh3fblMGjsl1XEGeZRG0vfpsifT1+qM8syjDPmon2C0KM5HdEw2VqVGLCtlS4rzUOAcl7lwWHFF2ynAquNOigyzuyeKzrL2WTqddvsXy8jJOnDjhaqAxvE491hmDPiNpmbcohy+KBRj2rKK2R3m8cc8n0b1zI3RkLVMUpTc61gwDScPY3SiJIgr096g2+Bx95hTqzHDqGhAubKtlCJaXl7G6uupYXjoqnHxCfeOzs+xyVJvi7menMu6xUTo2zrsaGTzRE2TezsLCAsrlslvXinQ5vTlLB44CoHxIlRJ1vHZQerNcRX52dhYLCwtu+QqGBTi1WUvIM8eJ4TrmGjHhzQ5cuk3ZI03U5cwgznBQJdUORXq02Wy6drFj+p6FlXGYoHE6R9S+iWHfWyF4ppDR5Cw0HzWv/6sxsgZNdcUyJHou33H2f90/7tzsxwqcuIBxtVpFrVbDzMwMCoUCstmscyRYa2ZxcREnT57E0tKSm0XH0AGdN539q+1Xm2G966gB0j7LqN/iZBxjbtvtYxkT2RvhAtjW3qozzrEn6p349A8IrxEXN7bFOSJRfcD2ER9QI9nBQs6cdc5JU6zST+KDeUsESseOHUOj0XCM0/LysqtfpeFKvW8LSizJYXXOx+7uhs5FAaOo6+xkTBsZPPECZJeYN1Qul91UaDVg9JR9iHK3Bl/LODEEoKUJWAyTL5GGWZc9YV6TMk7A9oS3KCWJUgzNqbIVmrXsAPfVeHlUkqmVYZ1OPZRRnueo+yQA6r4h1qCPw6IM6xdRv1vPV9tiP+1+qVQqtAYf2WDmNWWz2VBtmkaj4cLZrLjPvETqrV32wQeKdsrYDZNRDHrUYBIniX6dG9G0CIqv30T1ed8xceeJOzZO18YR1TUtpcOlwMjoqoNB8NhsNrG6uuqYXpbN0YXpffoWd//j6N65cFaijh/3OY8Nnhjz5do+Bw4cQKFQCFVJZZ6CvqBxruF7oKlUyps8zv9Z6KtSqWBubg779+93Mwk47ZoVVzmrjhWIuXI1c4y0AvGw2W3qybLtWlE5lUq5Ojy64DA7sS6ASqDFNthkcb1f2zHjPJZhg6fvGr57jvOkEtk9saDdyrihgCjDMuwcPm9W69/EzcLzMU5kpaanp1EulzE3N4fp6WnHvmazWVQqFTQaDayvr+P48eM4duwYVlZWsLi4iHq97rxf5lmo96vtG/dZRP0+Luga5/dE7n2x4EkZlGGMpAU9w5zpKLs6Cgvlc0zsp9XJVCrlnJRarYZqteqcFbJRZJw4w3tpaQknT55EvV53M8/r9Xpo9qCm59jnFHWPvt/jnJuzdV58z2639XVk8BT10rkgIr1IAgB9maMUm4u7DsWG7pTq5qwdJsJxSQeeT9fo0qVWmGekwGandLlPefgcbOl+JsOyTbqWUVw9nmESNyDajh0FzKLOaUMiieyd7Ca9PMq14rxeS63vxEtLpcJFa/P5/LbihPRuOaNOi8UynM5JHHE6EtVuu5+vjVG/7xYTFXVM1KCT6Nreis8BGFd8IMrHNu5Eb3wS5wyzLUyv4SQMXaNOHX4tR6BlcuxsczspxfcZ9Vx82/YSOPn22wu7uSPwlEptVS+uVqsoFouo1+uYmJjA8ePHXfiODI4OulH1Xuw1osTWngHgUPTU1BRmZ2cxPT2NqakpVwhTa3Dositc8bnX62F1ddUZbwI+9fyHhQWickuArZWqOTA0Gg1kMhlsbGxgcnIS9Xo9lLCu4Qh661EI3yrlqJ1k2P7Wo6HCpdNp91wT2Rvhu7YVhqPe2TjGIcrQ6zl8XrU9ftj5gXDeUTqddp7v7OysWyYiCALHwK6urqLRaLj16O6++24cPXoU7XbbLXDabre9TIEFGVFAP8pQnw3DNOp+44LPnTpxiYwumucERC8SPMr7imKYomz1uH3Oxzj7gBpneXNMJLHBHCeORalUyhEHyvKePn3aJYYrGcI2qU3y9eVhYOhsnJSd6sJeOKBjhe304lrTSdePY1wVCE/93Q0PKupFsZq4rnRN1kkTuJnvxD/OGGBy+DDWKc578IUu7O/KLrEEAwCvFz3KoGWVchTx7Rt1vAKnVCrlPJipqanEIz5H4mNO4vaLeo9Rx8Sxm1HG0Z53mGHiRBO7Ej2XhuDx1I1Wq4V6ve5ym5QZHiXXwrZpp8Z81Oc+jsSxfCpJWPzcy16xi7vJfAw7F8dD2mrVNSUEOB5y4Xuu/6j6Zmch8vz6qf+PMmadja7d12Rs5okPiAXD+HLm5+dRLBadgWOxR9aRALbCa6POuiO4iAr78XysID4zM4P5+XmUSiW38CGT3DiDbXl52S27wk/uo9W+rdfvM24+r4SJ3zxO9+n1em7NLk7J1hwS+7yVfYjqoPaZDXumUdeyotNXU6kz4dm5uTlUKhVcfPHFoWrNiZwbGZe50ON8Xm9cmGEYo+Njf3ge6hKLCdLzJePEMP/MzExolXfWNiPjtLq66pJVGeLm9eLAu+rr2XjBw2S3DX7UYPOdOLB8p0lUtW/An4cUNSbwtygbax3VUd6vZZxU11QfU6mt0DgnS1UqFTfDjpOouNxRu93GqVOnsLq6ilOnTrmljZRx0mv6dC6KkfLdu+/7bjBN47JKu8VCjZ0wzk9bs0hzGfL5fGilaV8hx1Gvxf99Rk5rWDDHSaumakxXWSb9U3Tte6nDOsIwxklFgRXbHzcl/GxFFXbUEIBlm6iMhUIBU1NTofXGEtk7GYUtGpX2j2NMffsPO5fPmPvarV4wmWH95B9txPr6ulvX0XrAvskTKvaZ7AbzNOxZjPr7OAY9AUr3npwt+xcFmqxORDGPPj31/e/TR4rmOlHXyEJxkhLXpuWyY+12O5Qy4mOcxnkGo/6+W319nMiLrz07HWtHBk82sY6fnH3Hl7OwsOBYiV6v50JmbCjgr8GiovtFVdBOp9OuDky1WnWLiZbLZTew0wvW2XRc6JezdjhFM8qT9XnXFpRY8KXsla50z3wvBSSZTMa1jbFoLZfA52RR/SidRQc63oetXM3tbBsBJ72XSqWCQ4cOoVKp4MCBAy48m4Tt9k40jGv7H//Xbb5ciDgZZZBQAG37exQY53bOxiFImp2ddf2mVCo5BqparSKXy7m1wBYXF3H69GmcOHECS0tLzqBH3Z9lwaxjtZNnsRcyqoGOAn4JoNo7iWKS4pzYYY6G9sU4xyUOxFtHOgqUqV1n7bRcLodKpeJm2ZVKJdRqNbd2XSqVcjPslpeXcerUKVcGxFe/ybY1ilUbNjaN6tAMA4w+idpvHL0bF0SNHXuxN0YAxGUQWDWYs2l8dTTGkSgjSMDG4l9MiNMZBTr93zJOzH/SisSj0Hk6YNnO4KNWo86hBUcVTFrmR9vj63xR7RyHwbLvh2wBK7TXajUXGqX3khj0vZdhHupOBtZRB3IL2kbx7qwxV8ZJc53o9NCxCILA5V/QuVEPOK59dpuvjcOM+aiG3H4fh2XyOSzD2pfIuZGo5x/3ns5G73x9wAKuYWL30SVYlGlShldzkalv/GMOsEaKdsKG7lVfHgdEnQ0LNY6cNfOkn6lUCqVSCZlMxtV9WllZwfLyMgCEgMI4YmdE0OjWajXUajXMz89j3759bkkWXV+OuVfMdVpaWnIzCSxw0kqyUcAo6r59DIFdW4zegdbx8YW/UqmUN89LQdWooEnZMB8qZ1iTvxMk1Wo1HDhwAMViEbOzs6Fy/vZ9JLK3YoHSqGBGjx/mAfuMuc+poHCmnDpQ/D4xMYFCoYB9+/Y5Lzifz2NmZsbpKA16Op12+RZHjhzBiRMnHIACovMdte28tu9+9hKYnI2hjhJlFKLW/kxk98SXpxPHEo3rsFgGyv5vr6e6rmORJS10XKG+5XI51Go1Vy+NbC+LRufzebesEXXu5MmTbmzkOVXnfIBxmLOx0/46rlM3yj47ZZVGkZHB06hMBg0ii2i2Wi3327i5T75OA8Ct0cNrMAGVMwo0z4nImiEAO5MgLlFQt8cBKNte377AdgDjK0EwqsR5wDasQqBmf7PfOSOKeU1cMqNcLjtl9t13IudexvUKhzFO1gBGMTt6Lhs64DY6CUwUJ+tExomMK49hJXEuzk1GWHMC4wY033MYx4jHDWajHBvVBp+Myz4lwOncStw4F/eO9tom2jHFgidlmLQ0AYkGRgv6/b5bC5KTpsjyqh7sdb87G53zHT9sn70AUbs2ZYp5GsxFmpmZcYaPgIU1lJQNAfy5TzpYu8b+/0Ny5XLZrV83MzPj4rtkUrjiM9euY47T+vo6Wq2Wayc7njI9vnDFMLEvxod8+YwYQpycnHTPTK/PbRw87DniBjX9Xxk+vQ8trx8EAXK5nAvNTU9Po1arYW5uDsViEbVaLVQFXe/vbBZ6TiRe1PuMevfngllRsYBK9UP7XDabdbN6yuVyiLmkMSeYYnX/e+65B0ePHnWVxXUlgWH9zD6nnRrH3WCR9oKJSmRvZRzAG7X/uH0ubrzwnU+vqQ6sXcs1n89jbm4OmUwG1WrVpV7kcjkHkhYXF9FoNLC4uIiVlRW0Wq3QTNZR+vDZMEvjHhv3LEZxXHw2y3fencjYzFOUaN0nXSqFdOFgMECn03GgaCfhu1QqFWKd1Ktl3STLOOkfK3lrOMLm78QpSRSjFLW/FaXj7ZIuUUU2fcxX3Pnj2mSvzeR1vquZmRm3SCtzyeyzSVine19GCb2djVfnOx/P47uG9mH2J63yz+nRmuOXSqVcfRmyTmSc9Po2/8K2xxdC2AsQsxN9T+Q7U87Gxg1zbseVuGgGxy87052OClMtdFF6nV3X7XZdaaGd2oizub84PT0XTNTZjmW7XqwnCAK3dlupVMLMzIzLNVLwNKrovuwQlUpl28rQXFNP1+lhZWKG7ZjjRNTO9loZF0Dp/na1ds1zsgXK1tfXQzMKfcXM9Do2PGKfuxUd7OhdcICrVquu1s709LRb3b5QKLjaO/YZ2ftKZG9E+0qccdkrMKvvmf/b5RksOFMvuFarhRLE2b9nZmbcGo+dTgfHjx9HvV53i/0yfMD+pUZ9GAs3TphlHIl6vlHM316ArASo7b2M4hSPMjjr/6Pqpq9fqwNtr0HQxNwmJRIUSNEBTqfTbkb34uIilpaWXBFaJon77m+c+/W1Me6YvQijjcLGW+fvbK6/J+ApCALnZXKaZLfb3baoqA7AdjD2ASx2GC52yArFAEJJ4prnxOKYPoQd9wKjAJR2DGWw7HH8386qY6Itl2zRaaEaSowqTuh73r526+96PeaklUolTE1NYW5uDrOzsyiXy67MA6uzxxU0TQz63ooC1DjQMI5xH/f6PvAedQ22l6ECAieGo7lkxOTkJJaXl9HpdLC6uoqVlRV0Op3Q7DofGxwHJIdJVLujDOm90bejDHmiZ/e+nG2oKWpb3PFRLC//J4Aiw2trOZF1ouPOpcFarZZbt259fX2kPm/75ij9dFhIbSe65rODozLS45xzVDlr8BQVGiIQYM7D+vq6W0+u0Whs864VTHHA5icH/GKx6FA2B3gFIKyOytXX+d1XmXgY6Bk11up7HtyXQMh6AwSABEkEfpwuykFkGPMQJQRLfBcAUCgUMDEx4coOzM3NuVl11WrVFRrV60UthZEY9L2VjY0NV91XZ2YC4RAZxbJDdn/+5pM4jzsKnKlh15w9er78o7CMSaPRQBAEOHbsGJrNJu6++263nh0NubUBZ+Oh7lY4IW4giLpG1PE+No1/GqYEwkWAE9l78b3nUW1enHMb10eG9dEooKLFoZlLaGemDgYD1Ot1bGxs4Pjx42g2mzh9+rQLkfsW+t2NtkYRDlE2JuqYuOuP8z5GZcHGlbPSyijUp0aQA3K73UalUsFgMMDKykoIZMU9OIYDFIDotHnWrBgMBqE1ehqNhmOgeJ5RFGHYgxzVmHMAS6VSoQGFbJmWLCB44qBpqymrcY16TpYp0KTwVCrlABuXWJmfn3cVw1n0kmCU79AqVQKezo1wtigQDuFRfKygLbOh/WUnBtpnfLQ8gf7RmGv/VieFTFKn00G/33dhAyavMqSu7faxuuN4lD4AFHesj4UaNpjY40Zpkx7vYxd9DEMSIt9bGRZiG8fe2bCb7/dhjvoobVTHnOOJbxxlOHxpaQmNRsOV7okK1+20z/siMvZ33zGjPoM4/R2F5RpF98cd18YGT6NeQFEtY7MHDhxAJpNBo9HYthhu1MMeDAYOPDEfh0zU5uZmaCZfu912naPX622bfqnnHmWbtoNtjAMw+p1Gz+YOETSSMUulUi5fy4YW1Su1z8g3QOryL7rGUSaTcTPo5ufnXc4YWbyoWjr23STg6dyITuXnO+V7tRXiowqr2tpLwwaHqHetouex//MYhu5Y8iKdTrvq+TTkR48edeED9YDttaLaYds8ipxNnx0GLu1327Y4x83eu74vDe0nsjeyG6DJ6oGe08egjHp93/l94wuJBbJPQRCgXq9jMBi4Gk6nTp1Cu912Ibs4nfNtH+VZWDC0U0fH1xZro8ZhoWzbhu0zquwZH6zMEnOf5ufn0e/3USgUXH5SlHelIQjSkyz6Re9WZ9atra2h0+mg0+mElnXwtSsOwe7EyEa9GJ/nzPuiYWTYjsvEaA6UntOientenpuAjEzX1NQUisUi9u/fj0qlgunpaRf+1NwmHm/vSe/Dd+1Edl/INtmZkb5QHbDdqNrtowz0PmaL4CxO7Lk0nFAulwEAq6ur6PV6OHnyJDqdDk6dOuVYYgsMbHujHAe7LU58+/tswzhGeNx9fA6IBb76O7cpC5nI7kvUuzpbR3GYwxJ17WHn4zG0EVrnieBpc3PT5fqePn3alerh+MiJSlHMbhx7M26bo3Ru3Oc6KjA7WxZqHBkZPO0UVPCPRfMqlQrm5ubcis7KMOm1OKADcKDCx9j0+33XKZjjZKul2sF/J/eryhTVyXzUqrJOzGNhfgeT9uiFW7bMKrGlRgl4tGMxKVfrfpBxUtCkda184R/+pp/jPsNEdiZ8t2SgJicnXSK15gTx3ftKXgxjnHxesv6mtZa0r/n6o+8cXOi33+9jeXkZ7XYbJ0+eRLfbRbPZDC29EqVLPsMbB+h87bAlQMaVuOfE9gwT39qXPjCoTLUt65DIuRHfe4kTH+s0bj8blY1SPbH7sJ8wgrG4uIhut4vFxUU3eYqhOgucRrXrw3TBd096TJQ+x51z2H4++zPqfZytXu068+R7aDT8hUIB1WoVCwsLWFlZweLiYsiwqHfNsBywBZ7I1jC8xZwm5jlxNXZNuNbcKJ9H4fPK1ZhFFfCMO4fdj9dn59VCgOl0OgSetHCmHVR8z1ZzYyYmJlw5/v3796NYLGLfvn2u4CXzz7TDUdl9YHGn3nkiuyNkcgigdLamBTU6S21U4x23n+8a6vUqcPKBn8Fg4NjlxcVFNJtNHDt2LOTYKOusQI3XiGuX7z6i+usw/bR6NUyv4841rM1qW1Q0BKMgSh2wRM6NRL1L25ei+qHvt1FlHBBm9SWVSmFjYwPdbhenT59Gq9XCysqKi2pQh32A3Kcno9xDFHAZ5Vyj6OaobdkJE3W2IGrPp3FYb5XVT/v9PqamppyBVSNN4XEECO12G5ubmy6+S+aGRb+YbK3AhC+IQEgZLb3GKB1FwVQUvanCtlh2iMaRLJOvpILu6xvElFkjMM1ms5ibm0OhUMDCwkIINOm0cTvY2MR9rT0VBa4S2TvhO1XmwRpV9mlgi40Z1ePS/33soj3Gpy+2TXQOuG7kxMSEm9XDav9aAFP104plV32/6fc4QxsVNvDtvxPQFMe+xV3LByB9td1GsTOJ7I74nGuVYf2H/48CesbZ7tuPUZi1tTVMTEygXq8DgFtUm864TkCK6ktnAyKi2DCrE1HXHQZ6humW1b9zyUTtCniKMlA6ONNA5HI5zM7OIpVKOTpfE9hSqZTLxWFH5PT9er2ObrfrpmZyhhpznDS50pYkUAAVRx9ym/UQ+Z0JeVEhDF8CqCb88pzpdNqBJSa6s96NDiyaj8ScJh08WcV5ZmYGxWIR5513HkqlUmihZJ3qzOejRQ/53QegeA/DFCGR3ZNMJoPNzc1t049Vn4IgcDNt1Kv0GY44psYeYw1aHHBSw0lDnk6n3WxaToRYWloKVffX0FQqldrW/iiDbNsX9elr+6gS5SGPe0zcOSwTRaAcZZcS5mnvxcfwx4nP+fD1gziAEAUo4vRYnWguRaYOervddmWB1tfXQ8WRfSyvr32jskE+5tYH0oaBn1Gvo/vHMVk7YaGGtdMnu8Y8+YycGnuCDgCh9XgmJyexuroayoGwAznPxY7Q7/ddwjj/bM0KYDs1zs7jY7eiHhz3HVbqQH/j//QOmKDHyuuaEMwwpJYnsHQ992NbGMbJZrNu/TDmNunK9WSbVFlse63YzjeOV53I7oiCbfanVCrlQnfsL0A4V9CC+ijxeYU+J8LXD3zME//nxIdWq+WcHmVSLWiKG1Si9DLOKGv7dsomRT2LYcf4jtdtvueqg5naDL5rIDzzMpH7psT1rVH7UBRoomj0woInprQEQeDSVjR1xcdq6vlGvR+b+hJVi00Ji7jz2WOjdNfu62uv2qc43d9Nx3/H4CnuRhQ0UXSV9MnJSZTLZRw6dAirq6tYWlpydD89U0WwfNlc3oVGWBE39x9WUM4HoKLux8fM6L6+Qch64wxl8BxkjMhS0SPXMgV8Rnye3I/nJmgql8vYv38/SqUS9u/fj3w+75bAYGFCtsXO4gO253TZe7S/75TeTGQ8YZ+g6IyaiYmJbbO0fN6vLZIJ+A2Vz1uz/dieW9ulvzNBnBMibKHWbDYbOi4qrD0qCxBnnLltVODhu397Lt8xPofKttmWl7Aeur6Xfr/v9D8pknluJOo9Romv38UBH9+xUeeLIiHsb7TnCrY5SYPAypIQqVQqpJN63WH93doW1WsfyIk6n+3/mpai3ynU3yhWaRyA5runuN+HyVlppe08+jlsijPzdNbX1zE1NYWJiYlQwrQNW+l1NOQ0jkfJ/aMA1DCx08W1TfZa7BAEPgzTpdNnSuUHwVZYQ8syKH2vHVbZJq5JVyqVXI7T1NSUq17uGzijnscoz8Ei+ISJ2nthH9UJDxYoWT3Q776Qq09f44yoBVhxxt33v/VurcdqQaBlX3zXivtuf/N5o/ZYH6CMelYqUaAzri12hqtPr/jeGZJNHJW9lXGf7zh9cNixo+6vemV1UidV8bt1Ruw5rPgmL0Q5XXpt65hYABo1q1Q/rVNBG8aZ6VG6FyWqk9YG+M53Nvq141IFUag7aiC2Xurk5KRbFuTgwYOo1+uhonmDwcB5qoqs+ecLyY3yIHSfUQGU3qvv2lGGludmBeVms4mNjQ23TEuz2XQACtgqbMljFUiSrZuenkatVsOhQ4dc/SYyUXo/OqPPPiOyXra99v4syExA07mVXC4X8iTJRvkYGyAMWCxginp39t0qa+oDFPzTUIAFV+zP6qmq2Ar6vK4auzivcNR+aEHKKM8jToZ5sHHH0YapHSOgUi+ewIllRXzAL5G9kXEG0jhw7WNIoq4TB2r0d56TfwQ4ZJjsck5WbNSD/crO4NV0ER/IUZ3SQr4AHNhXpllD9Ly2hqL5nWk4rH7ebDZd5EbboLYkiuEaRR/texjlOCtjM09xyHsYcPK9VDJQ/X4f+XzeMTK+c9qHp9t3Inq+cVmoUdtAb4DhDADodDqh4p5UAPvy2ZFZIJQ1siqVCqrVqqsQrjPpfNfX9tlBysfC+UKU9pyJR7x3wnBNoVDAYDBAPp9Hv98PsRG6jA7Fsj3DjEkUK2Wpdd8xFjxFXc/3u4+R0v7J3+NYMLvdt5/9ParPRh0Tda0o4+s7v+oR3x/BE5lk+xyy2Syq1Srm5+cxOzuLUqnkbXciuyOjOt5xY19cnxzlfD5djgJWUQ4NsL3kBXXU5lDyGBvp0DHRMkNWbGkUC544LvF83F8nSPB6ExMT2NjYQLFYRK/Xc5Eark2rY1bc84h71mcLlqyMDJ58HWcUtsmiVz2eieQLCwvI5/NYWlpCs9nEysrKtnpHvnNEtW0UseeJA1HDvIhhBpwJvvV6HZlMxiW8M9mPJRcsiCJoqtVqmJ+fR7VaxYEDB1AsFl2yvc1tilM6ey8KmnwAioBMk/2HnT+Rsxcanf3796PX66HRaLhJFromos8Y6DIuwHCnwIb5eBwNYVTfVw81KgFc8/a0jbZNNjylkyNsvpAP1Os+9n97Hps8G+UZq3cfdw7fNX0zm4AznngmkwmBJzqMm5ubobXKmNN46aWXhgBWIrsrZwt0RrGFo/zuA2La92z/528appuYmHCzr2dnZ11/03tUAKNEhP5P22/12vZrtsvaCjtrW2vU6Tk1n4/sOmefcyHju+++O1TCR2fTq46yLb5n6Hve4zhXUbJj5mlc4GTPoQhVl18ZDAZoNpvbrnO2TEfUYBKFZuNk1HMowifFCgC9Xs+BJ3YI9QzY2WhAGaqrVquoVCqubpMNhVpGidvjJO7+d+vZJzKe0KiUSiVsbm6i1Wq5el128Nd3ozlPlGFGJIotUnDkE59jZB2dKPHptr0P3cd3fl/YXtulgwyZMiAMlnzt1dpaNMy+dQW5r71/bRuvpWE637NR28BrcJLJiRMnMDk5iSuuuCLyeSZy7iSKbRpFRh3cud3+5nOSNRxHoMK17nK5nFtxwgf4o+yIMlBWN312QRcC5z56XgVNltVSB4thbQCoVCpIpVKYnp5269ZydqGW/VEbYu2Jj/DR5+cbK8cZ68ZmnkYFTXGGwhpGLvp76NAhtFotVyl8bW0tZLjijLmej/tHtc+2Xx/eThLJfQ9fgROnnne7XZcwzjYEQeA6BD2FarWKcrmMubk5zM/PO+ZJ1wvj8QwFWu+cbJF68VHvhPc8LHzH3xPWaW+FjsSVV16JUqmEq666Cuvr68jlcq64qgXdwJaOaH5UVL6agvq43+J0QfdRveOMQK1JBmxPPOXvdpII/zjr0HqHOmj4AKMab7s4eNTg42OYFPjYe+a59dM32AFwnjPXm6SHzbDd+vo6Op2OA81qM9j+Jz7xiZHvIZGdyyiDpU8/on4bdqxu8+mf1Uuf86D9lfrBsaNUKqFQKLg1TPfv349CoYByuezqx0U5JLy+6oTPiWAbdBF6PY+PzdZraMqBtoVMbKFQQKFQwMbGBg4ePIhOp4O7774b3W4Xp06dcvUdoxwbPafvmes9qIxLpOxott0oSeFsTJTwJSmNSOTpS3qLmum2m7ITFsp3rP2folSrGmZLz+rMOg6kuVzOFQfV/aMM9ij3cjb3m8jeCQ0WjR4HUYInhoH5qcCF4InGJcrDtQbO6rSdCadt4/l8fVfBE9tgQ4IKPjT0oOCfeqAJoxQ1mrbelT4L66Tp78oG2UkovkHFin02+jzss+L70O8s5wDAFTNMp9PuWXCiQLvdTnT0Pii78U7izhFl1337WZaHupNOn5l8wHEkl8tFrp2q56N+KXjSNA4KnQZlYIEt26H727GGemv1hccwFMi8z2w262atW2ZJQdioMu7+PkkFiWYmkkgiiSSSSCKJjCxJ3f9EEkkkkUQSSSSRMSQBT4kkkkgiiSSSSCJjSAKeEkkkkUQSSSSRRMaQBDwlkkgiiSSSSCKJjCH/YcHTXXfdhVQqhT/8wz8859f++Mc/jlQqhY9//OPn/NqJJKLy6U9/Gt/7vd+LUqmEVCqFz33uc3j9619/1jNNdiJ/+Id/iFQqhbvuuit2v3urfYkkcq7FN1bceOONuN/97nevtcnKqOPZqPr9H0WS5boTSeQ/qGxsbOA5z3kO8vk83vKWt6BYLOLCCy+8t5uVSCKJ7IG88Y1vxBVXXIHrr7/+3m7Kfwr5D1uqIAjOrJEXt+7bXgnrtGSz2T2vTZVIIlHyta99DQ984APxu7/7u/jhH/5ht51FNPP5/Dltzx/+4R/ixS9+Me68885Yz/real8iiZxr+fjHP47HPe5x+NjHPobHPvaxAOCWIsnlcmOdq1wu49nPfvauR1t8bfQJa8/lcrn/FMzxf1jmKZVK3WvGN51OJ4Y/kXtdTp06BQCo1Wqh7boMwn1R7uvtSyQROsh7Yeczmcyun/NcCNfD+88iu0aLME/hG9/4Bp7//Oe7VcF/4Rd+AUEQ4O6778Yzn/lMTE1NYf/+/fiN3/iNbec4deoUXvrSl2Lfvn3I5/N46EMfine+853u942NDczMzODFL37xtmMbjQby+Txe85rXAPDnPN14440ol8s4evQorr/+epTLZczPz+M1r3lNaJkLAFhaWsILXvACTE1NoVar4UUvehE+//nPj5RH5YsRP/axj8WDH/xgfOELX8C1116LYrGISy+9FO9973sBAJ/4xCfwyEc+EoVCAZdddhk++tGPhs555MgR/NiP/Rguu+wyFAoFzM7O4jnPeY43vsxrFAoFnHfeeXjDG96Ad7zjHd549Ic+9CFcc801KJVKqFQqeOpTn4ovf/nLsfeXyH1fbrzxRlx77bUAgOc85zlIpVLOa7Q5Rewbf/AHfxA6xxvf+EakUil88IMfdNu+9rWv4dnPfjZmZmaQz+fxXd/1XfjABz6w7fpf/vKX8fjHPz7UB0dd9siX85RKpfDKV74S73nPe3DFFVegUCjg6quvxhe/+EUAwG233YZLL70U+Xwej33sY7f183/8x3/Ec57zHFxwwQXI5XI4//zz8ZM/+ZPodrvbrs9r5PN5PPjBD8Zf/MVfePNQBoMBbr75ZjzoQQ9CPp/Hvn378CM/8iNYWVkZ6T4TuXeF/exrX/sanvvc52Jqagqzs7N49atf7dYWpLD//fEf/zEe9KAHIZfL4W//9m8BAEePHsVLXvIS7Nu3D7lcDg960IO26RIA3HPPPbj++utRKpWwsLCAn/zJn3RLdalE9bXf+q3fwpVXXol8Po/5+Xk8+clPxr/927+59rXbbbzzne90FbhvvPFGd/xut9Envpyn+93vfnja056Gj3/84/iu7/ouFAoFXHnllW5sfP/73+/u6aqrrsJnP/vZ0Dm/8IUv4MYbb8TFF1+MfD6P/fv34yUveQmWlpa2XZ/XyOfzuOSSS3DbbbdF5k++613vwlVXXYVCoYCZmRnccMMNuPvuu0e6TyfBLsnrXve6AEDwsIc9LPjBH/zB4G1ve1vw1Kc+NQAQ/OZv/mZw2WWXBT/6oz8avO1tbwse9ahHBQCCT3ziE+74TqcTPPCBDwwymUzwkz/5k8Fv//ZvB9dcc00AILj55pvdfi95yUuCWq0WrK2tha7/zne+MwAQfPrTnw6CIAjuvPPOAEDwjne8w+3zohe9KMjn88GDHvSg4CUveUnw9re/PXjWs54VAAje9ra3uf02NzeDq6++OpiYmAhe+cpXBrfeemvwpCc9KXjoQx+67Zw++djHPhYACD72sY+5bddee21w8ODB4Pzzzw9++qd/OrjllluCK664IpiYmAje/e53B/v37w9e//rXBzfffHNw6NChoFqtBo1Gwx3/nve8J3joQx8a/OIv/mJw++23Bz/3cz8XTE9PBxdeeGHQbrfdfvfcc08wMzMTzM7OBjfddFPw67/+68Hll1/u2n7nnXe6ff/oj/4oSKVSwZOf/OTglltuCX71V381uN/97hfUarXQfol858knP/nJ4Od+7ucCAMGP//iPB3fccUfw4Q9/OAiCLV1VedrTnhZUq9Xg29/+dhAEQfCFL3whyGazwUtf+lK3z5e+9KWgWq0GV1xxRfCrv/qrwa233ho85jGPCVKpVPD+97/f7Xf8+PFgfn4+mJ6eDl7/+tcHv/Zrvxbc//73Dx7ykIds64M+8bUPQPCQhzwkOP/884M3v/nNwZvf/OagWq0GF1xwQXDrrbcGV1xxRfAbv/Ebwc///M8H2Ww2eNzjHhc6/lWvelXwlKc8JXjjG98Y3HbbbcFLX/rSYGJiInj2s58d2u+v//qvg1QqFTzkIQ8JfvM3fzP4hV/4hWB6ejp48IMfHFx44YWhfX/4h384mJycDF72spcFv/M7vxP8zM/8TFAqlYL/8l/+S7C+vh57j4nc+8J+duWVVwZPf/rTg1tvvTV4/vOfHwAIXvCCF4T2BRA88IEPDObn54ObbropeOtb3xp89rOfDU6cOBGcd955wfnnnx/80i/9UvD2t789eMYznhEACN7ylre44zudTvCABzwgyOfzwWtf+9rg5ptvDq666iqnEzpWvOhFL9rW12688cYAQPB93/d9wc033xz8+q//evDMZz4zuOWWW4IgCII77rgjyOVywTXXXBPccccdwR133BF88pOfDIIg2JM2+uQd73jHNv2+8MILg8suuyw4cOBA8PrXvz54y1veEhw6dCgol8vBu971ruCCCy4I6fOll14abG5uuuN//dd/PbjmmmuCX/qlXwpuv/324NWvfnVQKBSC7/7u7w4Gg4Hb79///d+DXC4X3O9+9wve/OY3B7/yK78SHDx40I17Km94wxuCVCoVPO95zwve9ra3BTfddFMwNzcX3O9+9wtWVlZi71Fl18HTy1/+cret3+8H5513XpBKpYI3v/nNbvvKykpQKBSCF73oRW7bzTffHAAI3vWud7lt6+vrwdVXXx2Uy2UHJP7u7/4uABD81V/9Vej6T3nKU4KLL77YfY8CTwCCX/qlXwod+/CHPzy46qqr3Pf3ve9920Db5uZm8PjHP/6swBOA4E/+5E/ctq997WsBgCCdTgf/8i//4rbzHvU6nU5n23U+9alPBQCCP/qjP3LbXvWqVwWpVCr47Gc/67YtLS0FMzMzoY7dbDaDWq0WvOxlLwud88SJE0G1Wt22PZHvPGE/fM973hPa7gMnx48fD2ZmZoInPelJwdraWvDwhz88uOCCC4J6ve72ecITnhBceeWVQa/Xc9sGg0Hwvd/7vcH9739/t+0nfuInAgDBv/7rv7ptp06dCqrV6lmBp1wuFzr2tttuCwAE+/fvDzkaP/uzP7vtOj79edOb3hSkUqngyJEjbtuVV14ZnHfeeUGz2XTbPv7xjwcAQgPaP/7jPwYAgj/+4z8OnfNv//ZvvdsTue8J+9kznvGM0PYf+7EfCwAEn//859022ukvf/nLoX1f+tKXBgcOHAgWFxdD22+44YagWq26fsfx7c///M/dPu12O7j00kuHgqd/+Id/cE6QFQUQpVIpNKbuZRt9EgWeADggFwRb41uhUAjpHvVZr+PT2z/90z8NAAT/5//8H7ft6U9/elAsFoOjR4+6bYcPHw4mJydDtuSuu+4KJiYmgl/5lV8JnfOLX/xiMDk5uW17nOx6NrMmpk5MTOC7vuu7EAQBXvrSl7rttVoNl112Gf7f//t/btsHP/hB7N+/Hz/4gz/otmUyGfz4j/84Wq0WPvGJTwAAHv/4x2Nubg5/9md/5vZbWVnBRz7yETzvec8bqY3//b//99D3a665JtSWv/3bv0Umk8HLXvYyty2dTuMVr3jFSOePknK5jBtuuMF9v+yyy1Cr1fDABz4Qj3zkI912/q9tKhQK7v+NjQ0sLS3h0ksvRa1Ww7//+7+H2n711VfjYQ97mNs2MzOD//bf/luoLR/5yEewurqKH/zBH8Ti4qL7m5iYwCMf+Uh87GMfO6t7TeQ7S/bv34+3vvWt+MhHPoJrrrkGn/vc5/AHf/AHmJqaAgAsLy/jH/7hH/Dc5z4XzWbT9ZelpSVcd911OHz4MI4ePQrgjC5/z/d8D777u7/bnX9+fn5bHxxXnvCEJ4TCGdSTZz3rWahUKtu2R+lPu93G4uIivvd7vxdBELhQwbFjx/DFL34RL3zhC1Eul93+1157La688spQW97znvegWq3iSU96Ukh/rrrqKpTL5UR/voPE2vVXvepVABAKVwNn+sEVV1zhvgdBgPe97314+tOfjiAIQv3guuuuQ71ed7b5gx/8IA4cOIBnP/vZ7vhisYiXv/zlQ9v3vve9D6lUCq973eu2/TYsMftctTFOrrjiClx99dXuO/Xz8Y9/PC644IJt26P0ttfrYXFxEd/zPd8DAK7dm5ub+OhHP4rrr78eBw8edPtfeuml+L7v+75QW97//vdjMBjguc99buhZ7N+/H/e///3H0ttdz8rUhwEA1WoV+Xwec3Nz27Zr3PLIkSO4//3vv2122gMf+ED3O3AmmfRZz3oW/uRP/gRra2vI5XJ4//vfj42NjZHAE+PFKtPT06E8hSNHjuDAgQMoFouh/S699NKh54+T8847b1tnr1arOP/887dtAxBqU7fbxZve9Ca84x3vwNGjR0OrUdfr9VDbtaNGtf3w4cMAznRgn3DQTOQ/j9xwww1417vehb/5m7/By1/+cjzhCU9wv33zm99EEAT4hV/4BfzCL/yC9/hTp07h0KFDOHLkSMgZoFx22WVn1T6fbQEwkv58+9vfxi/+4i/iAx/4wLacJOoPbYxPzy+99NKQk3L48GHU63UsLCx428pk/UTu+3L/+98/9P2SSy5BOp3eljd30UUXhb6fPn0aq6uruP3223H77bd7z81+cOTIEVx66aXb7P8oOvGtb30LBw8exMzMzNB9rZyrNsbJ2ejt8vIybrrpJrz73e/eplPU21OnTqHb7Ubqrcrhw4cRBMG2d04ZJ1l/18GTL9s+KgNfAcA4csMNN+C2227Dhz70IVx//fX48z//c1x++eV46EMfuqP2nSuJuvYoz+dVr3oV3vGOd+AnfuIncPXVV6NarSKVSuGGG24YORFXhcfccccd2L9//7bfk9lO//lkaWnJJaB+5StfwWAwcM4M+8trXvMaXHfddd7jz9a5GCY71Z/NzU086UlPwvLyMn7mZ34Gl19+OUqlEo4ePYobb7xxx/qzsLCAP/7jP/b+bh20RL5zJIrNURYE2NKJ5z//+XjRi17kPeYhD3nI7jZuTLkvtPFsxr3nPve5+OQnP4mf/umfxsMe9jCUy2UMBgM8+clP3rHeplIpfOhDH/JeXxnnYXKfGSEvvPBCfOELXwgZbODM7B7+TnnMYx6DAwcO4M/+7M/w6Ec/Gv/wD/+A/+//+/92tS0f+9jH0Ol0QuzTN7/5zV27xrjy3ve+Fy960YtCsxR7vR5WV1dD+1144YXedtptl1xyCQBgYWEBT3ziE3e/wYl8x8krXvEKNJtNvOlNb8LP/uzP4uabb8b/+B//AwBw8cUXAzjjmQ3rLxdeeKFjNlW+/vWv736jR5AvfvGL+MY3voF3vvOdeOELX+i2f+QjHwntRxszqv589KMfxaMe9ahtg2oi31ly+PDhEKv0zW9+E4PBYGiV7/n5eVQqFWxubo6kE1/60pcQBEEInI2iE5dccgn+7u/+DsvLy7Hskw/0nas27oWsrKzg7//+73HTTTfhF3/xF912a1sWFhaQz+dH1tsgCHDRRRfhAQ94wFm17z5TwfEpT3kKTpw4Ecpl6vf7uOWWW1Aul920a+BM/tGzn/1s/NVf/RXuuOMO9Pv9kfOdRpHrrrsOGxsb+N3f/V23bTAY4K1vfeuuXWNcmZiY2MbU3XLLLdtKLFx33XX41Kc+hc997nNu2/Ly8jYP+brrrsPU1BTe+MY3YmNjY9v1Tp8+vXuNT+Q+L+9973vxZ3/2Z3jzm9+M//k//yduuOEG/PzP/zy+8Y1vADhjoB772Mfitttuw/Hjx7cdr/3lKU95Cv7lX/4F//f//t/Q71EszV4LPUzVnyAI8Fu/9Vuh/Q4ePIgHP/jB+KM/+iO0Wi23/ROf+IQriUB57nOfi83NTfzyL//ytuv1+/1tTk0i912xdv2WW24BgG35MlYmJibwrGc9C+973/vwpS99advvVieOHTvmStMAQKfTiQylqTzrWc9CEAS46aabtv2mfbpUKm3rd+eqjXshPr0FgJtvvnnbfk984hPxl3/5lzh27Jjb/s1vfhMf+tCHQvv+wA/8ACYmJnDTTTdtO28QBN4SCFFyn2GeXv7yl+O2227DjTfeiM985jO43/3uh/e+973453/+Z9x8882hhFAAeN7znodbbrkFr3vd63DllVe63KjdkOuvvx7f/d3fjZ/6qZ/CN7/5TVx++eX4wAc+gOXlZQDDk/T2Qp72tKfhjjvuQLVaxRVXXIFPfepT+OhHP4rZ2dnQfq997Wvxrne9C0960pPwqle9CqVSCb/3e7+HCy64AMvLy67tU1NTePvb344XvOAFeMQjHoEbbrgB8/Pz+Pa3v42/+Zu/waMe9Sjceuut5/w+Ezn3curUKfzoj/4oHve4x+GVr3wlAODWW2/Fxz72Mdx44434p3/6J6TTabz1rW/Fox/9aFx55ZV42ctehosvvhgnT57Epz71Kdxzzz34/Oc/D+BMH7zjjjvw5Cc/Ga9+9atRKpVw++23O3b5XMvll1+OSy65BK95zWtw9OhRTE1N4X3ve5+3HtMb3/hGPPOZz8SjHvUovPjFL8bKygpuvfVWPPjBDw4BqmuvvRY/8iM/gje96U343Oc+h//6X/8rMpkMDh8+jPe85z34rd/6rVDibSL3XbnzzjvxjGc8A09+8pPxqU99Cu9617vwQz/0QyOlgbz5zW/Gxz72MTzykY/Ey172MlxxxRVYXl7Gv//7v+OjH/2oGzNe9rKX4dZbb8ULX/hCfOYzn8GBAwdwxx13bMur9cnjHvc4vOAFL8Bv//Zv4/Dhwy5k9Y//+I8hnb3qqqvw0Y9+FL/5m7+JgwcP4qKLLsIjH/nIc9LGvZCpqSk85jGPwf/6X/8LGxsbOHToED784Q/jzjvv3Lbv61//enz4wx/Gox71KPzoj/4oNjc3nd4qkXDJJZfgDW94A372Z38Wd911F66//npUKhXceeed+Iu/+Au8/OUvd7Uih8rI8/KGCKd9nj59OrT9RS96UVAqlbbtf+211wYPetCDQttOnjwZvPjFLw7m5uaCbDYbXHnllZFlAQaDQXD++ecHAII3vOEN236PKlXga4tvavTp06eDH/qhHwoqlUpQrVaDG2+8Mfjnf/7nAEDw7ne/O+oxBEEQXarA3m8QnJnK+dSnPnXbdgDBK17xCvd9ZWXFPZtyuRxcd911wde+9rXgwgsv3DY99bOf/WxwzTXXBLlcLjjvvPOCN73pTcFv//ZvBwCCEydObGvrddddF1Sr1SCfzweXXHJJcOONNwb/9m//FnuPidz3ZdRSBT/wAz8QVCqV4K677grt97//9/8OAAS/+qu/6rZ961vfCl74whcG+/fvDzKZTHDo0KHgaU97WvDe9743dOwXvvCF4Nprrw3y+Xxw6NCh4Jd/+ZeD3//93z+rUgWqD0GwpeO/9mu/NvS+v/KVrwRPfOITg3K5HMzNzQUve9nLgs9//vPe0iPvfve7g8svvzzI5XLBgx/84OADH/hA8KxnPSu4/PLLt7X19ttvD6666qqgUCgElUoluPLKK4PXvva1wbFjx2LvMZF7X9jPvvKVrwTPfvazg0qlEkxPTwevfOUrg263G9rX1/8oJ0+eDF7xilcE559/fpDJZIL9+/cHT3jCE4Lbb789tN+RI0eCZzzjGUGxWAzm5uaCV7/61a60xbA6T/1+P/i1X/u14PLLLw+y2WwwPz8ffN/3fV/wmc98xu3zta99LXjMYx4TFAqFAEBoXNjtNvokqlTBKONbEPj1+Z577gm+//u/P6jVakG1Wg2e85znBMeOHQsABK973etCx//93/998PCHPzzIZrPBJZdcEvze7/1e8FM/9VNBPp/fdv33ve99waMf/eigVCoFpVIpuPzyy4NXvOIVwde//vXYe1T5D7u23V7IX/7lX+L7v//78U//9E941KMedW83Zyz5iZ/4Cdx2221otVr/qUroJ5LIbsjDHvYwzM/Pb8uTSuQ7V17/+tfjpptuwunTp7fNBk/kP4Zcf/31+PKXv+zNwTxbuc/kPN3XxC7bsLm5iVtuuQVTU1N4xCMecS+1ajSxbV9aWsIdd9yBRz/60QlwSiSRGNnY2EC/3w9t+/jHP47Pf/7zsYuiJpJIIveu2HHv8OHD+OAHP7hnenufyXm6r8mrXvUqdLtdXH311VhbW8P73/9+fPKTn8Qb3/jG+/zsmquvvhqPfexj8cAHPhAnT57E7//+76PRaETW50kkkUTOyNGjR/HEJz4Rz3/+83Hw4EF87Wtfw+/8zu9g//7924rrJpJIIvcdufjii906eEeOHMHb3/52ZLNZvPa1r92T6yXgKUIe//jH4zd+4zfw13/91+j1erj00ktxyy23uOS8+7I85SlPwXvf+17cfvvtSKVSeMQjHoHf//3fx2Me85h7u2mJJHKflunpaVx11VX4vd/7PZw+fRqlUglPfepT8eY3v3nb5IxEEknkviNPfvKT8ad/+qc4ceIEcrkcrr76arzxjW+MLIh5tpLkPCWSSCKJJJJIIomMIUnOUyKJJJJIIokkksgYkoCnRBJJJJFEEkkkkTEkAU+JJJJIIokkkkgiY8jICeMPf/jDh+6ja9Jx0b7BYIDBYBAqhc4q19w2btqVrfCtx+tigbx2nPT7fQRBgH6/H2pnOp1GKpVCoVBALpdDqVRCoVBAsVhEsVhEoVBAuVxGPp9HuVzG5OQk8vk8UqmUO5bPIwgCBEHgzq/3HQSBW2LF/mbvQ8/h21+Psc+Uz2FzczP0TPScg8EAm5ubbp+NjY3Q73xG3W4XQRDgwx/+cOyzTWRn8vWvf909bwDb3v3m5ua2/qTvF9jqD7bv8Xf9tH1A3zXF/m7/1zbop/ZLXsv2U/Y5/pZKpZBKpbbdgx6ruh3V73lu2999ehZ1Dmu/7P0OBgP3rPjJa/K4jY0NbGxsoF6vo9FoIJ/PI5/P4/zzz8ell16Kr371q/jIRz6CwWCAycnJ0LMEzti7Xq83Qs9JZFy5/PLLI3/TvqZjG4XvyPebT2w/tEtrWWE/UpvMhW1TqRQmJydRKBSQzWYxNTWFXC6HWq2GbDbrPiuVCjKZDAqFAiYnJ93YRH3b2NgInTudTof+aAs2NzdD4wFwZvF4Hee4H8/HfXU8TKVSIVtkbQSF1+bSYWynPhN9R/y90+mg1+u5P99zt/qldiQIAtx9990jvc9dnW1nG8ltNIijHqvi65h67ijRl8GXBmwHXul0GoPBAJlMJvL6/X4fjUYDjUbDbZ+YmHAdOJvNIpPJIJ/Pu47Kjjs5OYlSqYSJiQnXgbPZrGuTdmQdROw92Be+E/GBVNtxfJ3ZDjZUokT2Rn7lV34FABx4igJA+huwNdD79DAOhPgAUBSIt9e1fdLnJFmhTuvv9jgFT1HC/Xzn5CcNvO95+M7n+6610XzPTfWXg43v2TQaDbRaLfd7t9vF2toa1tfX3Ta9jt5fInsj1pH3yajgaNzrcuyJ28f+UbTvbW5uot/vY2JiAhsbGxgMBlhdXcXExARWVla2ARb2rYmJCTcOqfOswIft5B8Qdo7YFmBLT+x+6hgFQeDOpfcUZZ/0frV9PtAHAGtra06n1tfXvee0NsLakFFl18CTbZhuG3ZcXAfyof5RQZNKnCGPAlY8n89A8jrpdBoTExPIZDLI5XLIZDIol8vIZDLo9/vIZrPY3Nx0HuXk5KTzMLXj6qDo6zyqbDxm2D2P83zGPf5sgVwi0XL48GFvX7Nsrorur9v0ON1mfxtmuACE+l3UvvyNxlnFB3R8OmcNum7X86g3q+fW75OTk17wYyXKBkxMTGy7DztoWNugRp3nSKVS6Pf727xzH3jVASUBT/ddUZCwFwDLJ75+quMHwZMVy4oSOLF/Kzix/ZcOSDabDV3TsrqZTCYy4qJ9nddWQGadEmXY9Jp0Mgie+J3n4n1aZtraKj3vnoMniyat+JTcGgZfuG2UQZidcxTQFOWx+sBd1HYFVLqPbZPurzQjV7ZeWloKdQAyTmSglKlS8EUma2JiIkSNWvaBrNUoYCrumdjvwwbSKAVNZHeEC3VaajqO5eF39RZ9fSLK07bv3ortY2rEfYbIt4+P9bXbre7ZNkQdS4ASxUD5zsHz2Puw57D3rau9a6jNXlMHD9sGHUCUaYu750TOrUS9k3N5fXWata+wD5FV6na76Ha7aDab7lhgiw1SRwMIj70KGuLYTu7Hz8nJydBvtsK3/qa6YSv46znjMILqk8UUCh7J5EaBIp/DNezefTI28zQOC6T72ONGBU7DrjMMEPiuO6pEGeAoIKcvWVkDDoLs8Pl83sWrmU+VzWZRKpWQy+UcaiaSj2q3ZRG03XH7+2TU5xI1ICSye7K+vg5ge84QJepd8b0ocPL1jahjfZ88xoIDH1iI0xf9jPL6ogCWr/2+49STjZMogGXbGSUWxClgBeDAFB0bYMs26OAXBSqjHL1EvrPFN26MErrjp+qdAm9gK8Rvw78ET4x0KNNjc66UDdJ+afPvCNq0LXo+23/1ulH3G6X/yu7qdx2DlDCxrHyUffFFnM552C7qgr5kOH2puzH4Rg0QURL1YvR/InmLxoGw0Y3r9KlUahsq19/4spnU1mq1Qp0yk8lgcnISk5OTjo3K5XIuPEhGKp1Ou0+NX/N+4kIrvucQxz5o5yRdmsjeCPuOLzw3TMYN9UQBM5urGGXYLBCKYpf4uz2e5/B5wXHGzHecBfVRBtnuY8/la+uw7XGiCbOWWdP/Ve/GtW2J7Ew0ojLsWe92eC7KyfUxJZlMJhaUUBhai3I69LuOURx7fG2wzIx1PjTR3HfNcWyCvaaGDq3jPjExESImlNHls+XYqNdRNk7bM65un7PlWbTj7SZrEdXhR+nocbSs0qTDBhEVX8eISji1M520XQRK2WwWuVwOxWLRJaUTVLHzs8PoNYfdnxWfsbYgyg6sieyNMAcB2BrcKXF9b9wBV/Nr9Py+/m77vQ+k+bw6u53Xte3W/RUQDbtf6x2rYWRux7Bn4LMTPmZtFInSDQ46w85l36HvHSVy35O9AFaUqNxBIDrkNmys9YWqNBztOyePi3JILCjxCfeLuoeodqoekLggOPIxYwRVCp7i7mMU3bRyn17bjuyGfdg+6s6KL1w3jlfue5iqIL4Xp518mOfq6zBKbeqAtbGx4dgp9WD5p4yUftJjUW/BUre8L/t8bZKxJuER+CWyN2Ip850MnqM6KFHM0yjhwihQF5VLQbHevhpva+Q2Nzcjz+PzHIeF5FSsPnN/X/ut+BwJDdvr//ou+aeJrXptC5Z3c0BOZLucS2A6TCej8n6sxDkuo0gUUBg1xB91vlH3t3ZjHFulZINvnNJ2c4zW9Bcd/zRPck+ZJ9+slzgZNWRkjwH8s3q4XfcdN2dKDdOwzseHaa8f5c2Oi1x9XoIv3sz7ZCxbY78KpBjmy+fzriyC5lfp7D4fixalTDbUmrBOey8Kyi1AH5YjMY5EsY12G7/7HBjfd0vnK7iIovbjqPxRjotjhn2DEg3rTiQKLPm281P12dq2uEFrJ0Y9kd2Tcdj7OBk22UOv57vuuOF4is9++K7HNo6rEzthbDSqM6pE6Zb934YPOTb6wJNGbshYjdOmHTFPUQlf+tvZGHhLw1kgY6dk230BhJI1fRI1GEQd4/td2xnX8YaFXXSQieroUV6J1tYIggBra2sAziQds0NoB9LEQUXdvs7pG8SikpgT2T2xOmTB+yjM6zAZFuKzxtvnXPh+j2KYALgyHdqv2c/IsCnI0HPH5SlZQxwXBhxXRjGmvlCBXnfYsXHALwFPeytnC47i3rHvt6hBX7ftpE16nOqFbYPqn+qaOjyUKMbX9/tuyajOoT4jn80AtljrQqEAYDtIsrmIw0L8VnYtbBfVUXwvzydxA4JlYVhfwhoWpeCjktjsNW2n4DY+VF5LDfa4HdsmtQ4DULxnm/uhYQl7zwBcjQ7gTLEwfY6sd8NOwu8KpnxevH02u5mvlki0+JhX2/98XhhlmOMw7DjVA19/2EnoQA27bYca/mGslwVgagviPPRxQVQcK8vz8No+IOm7TtTzjGp7Ap72XqLYHp+MC5ZUzgakWbBgQZI9v3U4diJRhEAcwbAbfXUc50PBlrVXQRC4/GAFTUoqKHgalw3bk5wna9wpw4ATsOXF6UCty1ToH/fn8RYs2YfqQ9VRHVrDZVozghXCbazVnt9n9CwI07b49o8LZdh79NGVKpaVA848V06L13uxx7CDrq2tYWNjY9vSHYnsvtj3rmCG3+2+Pq/WB4B9n3H7+M4ZdX017DZ/R4/XpE9feBjwzybi9qg2W4C0U/Bh2bG4aw2TUfbjM9BnkoCm+4acLTsVxzZFkQ5RehvVJ1QHR4l0AMNn5PnapDmYPl07m347DmjS69l26l86nUY2mw3VTPTlOt2rzJOv8aPs6xMFO2pU+N3m3eiDskmnDN/ptEwr9mVZNofr6/C3qPi13e6LofoAlLZ3p8lr2j49V1RH1HWK7J8d5AgWtTpykjC+d8L35vOqKL7+EUVfU6KA0zgAaphY42lZY5+R0nscllMXFb624Qiec1yDaK9xNnZsXAmC7UvvsB2JnFsZpks7kWHAKYpFGkd8gMZ3fR+Z4HPefeJjgoGd6Zq91jDgFDWmWdKEqT0cv0h6sJ3nFDzFAR27306TiqNoa30QAJDL5UKeKxfe5EPTB0PvVRGzNa6ar8DvCwsLKJfLDlCQcWFtJjV0+gKA8RPifEZyXMMZF/bziWUFfGwAt5Np6vV62NzcdHlVieyNaM6Tz5McBo5823bCQEWJPeewY5VJUaDETzLNPpY1yuBH5WP49CXK2Kv4EttHfSajgCz7nNVwR4FNtSmJ7J3E6c1uX2MYOIjKOYpqF3WCOsQoTTab3TYm+SSONbJpI7YdUdvOln0aN6phgROxgrZhYmLChe+s7kU5ZMPkrJkna0it4adEGUT73ffgCWC4vEmxWEQ2m3Uz0NrttmNF1tfXQzFMu3SCBRi2XanUmSKVBw8exMLCgkOtrVYLvV4Px48fx7Fjx9y19QVY9shK3EvSwUWPH6cjqhJR4o7lwKVhUsv2USH7/T46nU4I1SeyN2KpZwsY4nKddnKdKNmpAdQ+a+8lijGzOkQjHGUb1PnxnVc9+FEMui+PaljdmlENvY+NV+Nt/3SfcfMwEhlPRmUWd5qmoO993HPE5ehZppXbNjY2kEqlHHjykRE8Z1TYy+7rY3WHsVKj6pvVZw3Vxz0vX9utXdRzcea5BUu+6M+osusLA9v/dZu9Yf3f5gtxm4KwfD6PbDaLWq2GQqHgwkeFQsExQr1eD/1+34XaNKHT57laj5eJ1Ovr62i321hfX3erVfMBT05OOkDBWKqK9ch9HUT3taE821lHBVA78VKHMQ8EWFpR/Gzo2URGE9/7jjNawHbDR6OvBsMCsjgApc6Bzwj7DC//CoUC9u/fj0wmE6o9FgQBlpaW0Ov10Gg0sLGx4XIR1KAOA3a2jb5nBYQnaYwDoMh475T5sQOmZdx0dXvd39qKxEk5tzIqy+s7RvVFt0e9Sx9zO4rea5+amJhANpvF9PT0tmLJQRCg1WqF0i1sKskwJjtOX0b53UoUA277ve+4UbAD99XzaVQpCiTtRM/OOmxH0QbZWkR6jrib7vf7oU7CcBHPUy6XUalUsLCwgEql4kJ13W4XvV4P7XYbzWYT7XYbq6uroQfn825998XZZ91uN8RgcRFfxkaD4ExZAC7iy2v4XrAFaKMg92ED5dmIbeMoSq5euNbNSGT3xUedR32PkyAIvCU7lFXkd58RI/2tIXA9h9UjOjubm5uYmprCRRddhHK57BjcUqmE9fV1fPrTn8bi4iIajQbW1tZcn9Jz+Z5F3H2qY2SN5zgAynfOYbR+lG20+mSfIWXUwSyR3Rd93moH2Wd8+hZFDtjcH59++fo2f9d+GtXXtE9xv2w2i0OHDqFYLGJ6ehrpdBrtdhu9Xg9Hjhxx/8c5yFESpQca5YgiB6JAitXN3R5L1OELgq1QJsdpbcvZMIO7zjz5PuMotjjRTpROp91yJfl8HsVi0SFqGiWG6UhZbmxsoN1ue9tkE3IpXJF5eXkZ7XYbtVoNxWIxFM4iICOIsPVdFCiNK7vRkYZdfxTKM85ojFtMLJGdy05yAKxRUD0i46ELV/MY7qtCQOSrnk8dUnDF0h5BcCYXsdfr4dSpU8hkMk6PeD6bpElDp3T7KLKbfXEnBn0ngCdqQE3k3IvPWYlzXuNYEJW43EWCJT0+KkxnIybWHlDvqG8AQmOUFkiOulbcWLHXEmV7dnoeu42sm2XbLQN/r4Enbaw2xiZiDjsO2D7NmC8+n8+jXC6jWq2iVqs58JTP510y8+bmJjqdDqanp9FoNHD8+HGsr6+7MJ5eR2s48ZqdTgdBEGB1dRUAcNlll6FYLG57Ceot0+ATKNpcCd9L9SH3s+k8OwVuykLYDqSdWr0jKmMieyM6wWEnA6saB+0Pyg6tr69Hgif2YRpt9g+dpcLttn4Yw9mDwQCdTge9Xg/NZhMAUCwW3eQMGnX2JQKnzc1NN7V4FNkr4z4qQxUlyjKNyxYmYOq+IaPms3FfZYN0u3VUfAwphcfa8BuAkJPCcYuFZzn+cSzKZrMIgq06R5OTk9tmSfMaOnaNI8OOiQJFPvZplPOpjGobmQfNSWW8jjqQfHfjziAfGTwNuyk1zNrpohgeeyzgT4jVF8BcJv7RyDOkxs6TyWQcK0TKcnV1NRTGsMlq9v74e7/fx9ramosX93o9x07pffkSTO3LHeUZRnW0cTvWsOvY9qnS2nel75bPLsl7uu+I9Wh9YWnVTV8oSg28GpIottZup7CPkL1Np9PodDqYnJzEzMyMm3yhJS8IwDgJg+2KAhL2/nw6o/v5Qnc+ido/ihE4G0lA0neujNJ/bL6uBUrqrNqwre9/ewxlMDhTQqbZbCKTyaDf74/s3Eaxa6pTowIke/9AdC1FO57thO2Negc2tUCvZ5c4U/Bk39cosmPw5Av7+F4uf/NJFLhgjNImVXa7XWQyGTSbTUxMTKBUKiGfz6NSqSCfz4fA1draGhqNBjKZDJaXl9Fqtdz2VCrlyh3wupocqr+vra1hZWXFed0rKyuuo2r9Ix43Sqe1CeP2mYxq9C3dPMq140IF9hr8rqEYYIsKTuS+JZa9Va+KTJPG/xkKB+AchPX19RDDSmDjy7WwOQXAlg6sra3hm9/8pttWrVZx1VVXoVgs4utf/zrW1tbcHyeCrK+vD7UdymTr7wTzaritLuk5op4f70t1bxiDNA4QUgZQweq450lk90VZnSixjorvdztIExiwjzJXV1eBUJ2ivmlERPsNhWNPv99Ht9vF5OQkqtWqY27J8kb1fRuiVEfLF86zY0xcmFF/94nN74oav+yY5IuMRJ1b2cB+v49WqwVgC1coziBDOI7sap0nX7hglPMMOzcfxPr6OrrdLrrdbqiDcBYP6Uq+hEKhgEql4hJYe71eiKJTxKsDhMrGxkYoeZyKoYhVRT2JKNpyVKAzTKKe89mGHKwBUaVNpVKufEMieyNR+WZR7zpOlMHhvrpgNNd9Imja2NgIgSjrFMU5COpRKsvL0MLq6ip6vR46nU4IKKkDoiFB33OIytWwoN8OGNZQR4lNitVrjGLTLAAaJfSzG2H7RO5dUZtp2SYbomZYm6E0y+Rqn7bsiY4vti+nUilXqqfX67lZ4jrbzoplVyk+YKQgx4Iquy/3jxJfuM6OiwqcrJ1ToBcntFcESwRJ+snnr8WwR5GRR8CopGi9GTaELI7PsI2K6nkt3lQQnMlDIsLu9XqOZSJwyuVyKBQK6Pf7yGazbpCfmprCxMQEms0mjhw5gl6vh1ar5Towj9UYMNtZr9cRBIHzwHlv7IzqHdjZgnoflN02kNa7HmaI7QDnE+3EvE8deEulUgKezoGo98TvvpBclCjQ4b50MObn55HP5zE7Oxsy6HzfzWYTGxsbWFpaQqfTwdraGtbX1104XNuiHjOvRZ3k9QaDAT73uc85I6l2otfrYW1tzTlCg8HAOSy8hs+IA9GOiGWV9bnFgT8Luni879wUbYt++tpkwzej6Gsi50Z8URP7u+9/m/KggIdsUCaTQaVSCdXUI7DpdrsuKkImSUNLOh4pQ+UTjocrKytIpVLunPzUMY7n53ffOX364GOyxtWzqHP7ZgerDANN1umiTdnc3HTpAlpQW4mUPWOetHGA3/NTpOwzauMAJ/sbb5JUP3OPNAeKIQgyUgBQKpUwGAwwNTXlvqdSKVcPSkGfeqZq5Pl9FErdB2B8z8xSo1Fx33FZKgVGu2F4idjZqWkQWOo+kXMjUYA36rsyLaqXzFfjjFUadDJBWg9mbW0NQRAgl8uh3W6j2+2GjJM14nH6QUCkbeI5bPt9DHZU6EH1Vc8X5w377JCGLfQcPscnihmM+s1eX/fXbQmA+s6QOBZE+y0dilwu50p1EDwFQeDYXeb7ZTIZB6Js+DwKMFn9IwDo9XouXKWgQEN0cSE5ntvnsI3KOsU5Ebb9Ov4NG7vGiV6pELAqq65/mn4wiuw4bMcXwgfEZG3dL6rGTFyYTve3SazMV1pdXcXGxoZjlliED4ALRZTLZWxubqJWq6Hb7SKfz6PZbCKVSqHZbCIIAnS7XbTb7RCbpCxSKpXaltvEGQ56P3zobEMUS8dnpfkZvjCB9VCjjHiU+Ayzfc5xHdDGtekN8fmWSiXkcrnYNiRydqJ6EsU8RR1Dh4BGUmfhZDIZ5PN5zM/PY2pqCgcPHsTk5CQ6nU5ophxwph9wcsSxY8ewtLSEU6dOYWlpKcREki2y60iyn5EOt14ugZzqnHUifKEzn8EepnOUKOY8ypv2bbcDxTjAKer9KXjjex43iTaR8WWUQVf3G/auNbTGGoDVahWlUgkLCwuOBVHwRNDV6XSwsbGB1dVVtFotNJvN0OQKkgKqCzpJiecEgHa7DSBcSVz7k511N8yp8P3uA1F6nN3Ht69P1+OO97GD+g7JdlvWnX8bGxuo1+vbmCf9HFV2tc6T3ph2onEMQBzSVcQ+MTGBTqfjwnNE9zTANOLMt2BF8kqlAgAol8tIpVJucNC2+9qrAxK/6+e498TrWAAFRCfs+Y73nT/u2vYcvu86OOlzYcdk1ehEzr3Y0IHvu2WBrdCwELyQSSQQAsKzTTc3N121/U6ng06n4wAZ+7CG6qIcLdUZ7mu3q83Qfu5jVHeSfxH1u+6nwNMe67s/vYdh2+292fb5vicA6tzKqO9St8exM5qby5ngQRC4sYn6MDk56QAVcMaZ0PGJ51YndxipoW2x+9uxleJjpOyYxfNxWxSTFWeDdL8o3bbHxwGnqGvo8xoMBo5lJyHAd7Bn4MkaEivqeep3pTHVYLOxiqKjPG12NqL0RqOB1dVVtNttlMtlHDhwAL1eD9PT0649hUIB2WwWhULB5Srx/06ng1KphFarhcOHD6PdbqNer6Pf7yOXy4Wm4et9AHDeOQ299Qa0/VGhBhv2iArrcds4FOgoYT47WKnodw3j8FpkLvL5fOw1Etm5WEeE24BoPbGfuj91DtiirlutFtLpM5WI8/m86/flctkZ9cHgzIwgLqEyOzuLhYUFLC8vY2VlBYuLi+h2u2g0Gu6ayiSxLeyTxWLRATLVfxqzKI/RAgnLygLjMU7D9CmK3RpVv+w7s22311Om2Q5iCXDaexnmbHAfwD94a9/Vd2aTwQmgmGebz+dDi9JzsgbHtuXlZayurqLRaGBlZQXr6+uhSuGMgug1+b/mJlKHtD0KqIaxRtaZHpXVjWNi49jdYTqqz973nTqlYIkES7PZRLPZdPaN7883Fg6TXa3z5EPg2im1o/m8VR+jwu/6R693bW0NANBsNt1iwfxkiK9QKLik1SAIUCwWkU6nMTU15Qz6YDBwhfx4Xe14NpHMPnDr/fpQfNx+cQPBsJBdnDGPY6RGEds52f6EeTp34mOXRvm0/1MIiDVvkKCYjgCdFTX6DBuQGQqCrRBBt9sNgWwbrvd5wcoy0ZBZhtneu4+x4fZRGSe7cLZvv6hcRLZ/FCMb5aD49FFt2zAnNZG9FTuOaV/xASfr6OtvmkvDMjrULwIczhQH4JwWhth1EgdzmJjsrDql1/e1Q4XjVpwDEOc42O38Leo4337cV52kYeOnlSjgZI8LgsBNICPJQTZdndRRALSVs67zZA2DvkRuYz4RjS0TUfkSmSNhc4IseKIHzRtn2QKi9bm5OTSbTdRqNXQ6HVemgHk6RPoEXeVy2c286/f7LimWSJXt9lHoNn6sHobub5G0j4GK8oqHxaJ5jFKcvuvsBEQpjakMoJaISGRvxOcF+Qx61GcqtZULQQPM/snZOMePH3frP3JNLNZKy+VyKJfLyGazKJfLSKfTqFarGAwGaLVaaLfbWFlZcQzU8ePH0Wq1sLi46BbUpsOizAoHAHreZJx0EKGxY0jQetX89HnbdKx87A73GzajxnrXvu/aFt+7o8SBLLUXer5hg2EieyM6iPI7xfcefYOsPQcd/KWlJTd7NJ/Po1aruSXEGB3RZcU4Y3x6etqt07q0tIR6vY6lpSWsra2FZo6xjyhrS/2JajP/t9Efik+XxhmP4sQHmqLOHZf7RIm6nhItqVTKrXDAauz6rscFTsAY4Ik3oSGnKCrTAioaIJsArgAK2HqRPgqb52JblIbsdrsIgjOzgsgs8ZMMFFEnZ4mxvk21WkU6nUapVApN6VSvWDuXdlQrcYwTt0Xlafg6VFzukz3G912fVRxSj+s0PBcHPP1LZO8lzrsdRdRL5XdOjw6CwBnhfD6PIAicXhQKBQwGg9DC18BWqIDtAc44Q0w6T6VSbokj9h2dSKG6SK9aQwx63p08Kws4rEGOAv3D9NWeK6r/Dxs44t5f1ACx0+eRyM5E3/mowInb7YDMsFE6nXY6R13b2NgI5fWQHGB4j7qiKTEsF6L5UNqmqD7jY3D5Ocyu+HRDt+tziouSRO3rc/iHsVnjhNgsKWPL7+xUz0YGT7w5O5hrchtRMAGR5shwuxbgIwOlOUQKnvQaQRCEDJ+uicWEVgAhVN7r9VAsFlEul12CuOY0cepop9MBcKam05133olGo+FYLbZDc5t4XZ1VpC8JGC1/yRffVU/XZ6zjOqxvkPC1SbdHIW6+F72GLoMzbkGxRMYXC3DV2OnvPuVX4w0glMdEppZVxsnI0jNjNfJcLudWaa9UKigWi64mU7FYRLFYxNzcHA4dOoRms4kTJ05gZWUFhw8fRrfbdUsiUVepL2R+uU3zMCyIsmyujwHysVMUny3xyaj6aveJe2e7IQnztLfiY3mB+Nl0vk9faJqOSqPRQKfTwWAwQD6fd84KcMZJoa4x3zCXy7mFtCuVilvPtdPpYGFhwbG87XYbp0+fdmPeYDBwy5ap009RXVBHWz/tvsBo/V4Jjaj+GpdLpW3Q9tlxUN9DFFkBhAGS1WPfeK3nHVXGmm2nrInPS7J5TBMTE8hms6HkYlJojDvSmGvD7Q34QmIKYnguriidzWbRarWQz+ddNXIFfxp+Yn2NWq2GdDqNU6dOuVpSvDavZ420gj37Ioeh6yi0rSE4vV/fdiqqj6GK61j6zqI6i42pAwgt1TFuQbFEdiY+sKT/x32qV6l9l17vYDBwLBFZo263C2ALbLHkBx0h6jaNUz6fR6lUcoPAxMQETp48iXQ6/f9j783jZbuqOvFv1a17a66648t7L6MkSAgE0NhiZAhjBwEhymC0gQQQbAVEW8TWFiGKgO0UTQATB8SgogzaqKCCBhoFbQdmOhog43vvvjvWPN2qOr8/3u+763vW3adu1X3vvgT7rM/nfupW1alz9tlnr7W/67vWXtsVmLVjSXVK8x2VkbXAybJKOjlYpkmF598rD2Ocvuo19RjfsxonVt98OmrvJ5azI5MwGZOyO9bBZXiaddIIdPL5PAC4cB3nIs5RiUQilBDOOYurypPJJBqNRkhvCRjsHE3diQJNUczUpLo2CfO0Vy6VfreXro0rXGvtjH4eNWfvR6ZinrRh7BhdRqk3UCqVUCgUUCwWMT8/735LxmlnZ8dVLmbOEdE5zxnV+fxcd3MH4BgogqQgCDA/P4+dnR1ks1mH7hOJRGjVQzabdWBrOByi2Wy6lUSbm5toNpuhgcTKsNo+tsOiex0EfO8zyDzGoncfO6XHsz8sENtrMFtmIuqZ60q7bDaL2dlZlxcWy8GKFsgDRk6EfQ/sXoXH36mxVGNBnalUKqjX62g2m5ibm8OhQ4eQzWZxzjnnoFAooN/vI5/PuxxCrrTM5XLIZDLodrtotVrOEeE+dY1GA0tLS2g2mzh58qQraKtjTnc5B3aHmDVfyr73gST2A4W6pJ+Pe1Xd800Q1G/NJ+MEx/d2otG29Ho9V2ZFk4P1mtb7tiH+WM6sqP1TAsA+w71Y3ijhOYfDU4uSuDXR3NycW+m6srLiWF2yTVz4NDs76+auXq/nvs9ms2i1WiiVSmg2m1hdXUWn08Hm5mZo5w07j/gWPwG7V3bq2PMBGJ9+0Kny6adPX33sloIb+7mKLWhp748rFwG4bXCazaazURry3K9MDZ60scAIEFF44+l0Gvl8HuVy2YEnAC5st7Ozg3Q67Rge3gzDf5bx4bUUEavBVG+YSeA0+rOzs64YJkMTNIAEPblcDkEQYGlpyVUhbzQabhsYBRtW4bQ/2BY1hgRNFgRFIfBxLJI9ftJ8Kou0xwEnH7Cix5NKpRx4jOVghWPNbnsCjMCSz4grqFLjY/UnCAIXOu90Os6Z4OKKIAhcmFbHcDqdDu3VRb3L5XKOnazX6+h0Oq6sCIE470kBXpSuE2TY+7PHWcDlk0nBk32vx1jR/fjIHPjAE9/z/pVtsw6hZQp9E1EsByPTMrv22Cg2g8+61+u58U5Gic5Gv98P1X/StBfqlAXv6XTasb+c81gAOqp2oQJEbZ+m5Nh7irovqx9RjJfv+KjQuIolA/QYnX80IqNzNNvDFbZ01gim7H1Nq2cTgyffCji+J4AaDAZuyXM2m8XCwgKWl5exsrISumndhJSMU6/XQ7VaRafTwfr6emgVnA1FUOxkwr+dnR3UajXXjmaz6aqOE8VzWwpOCuecc45buZdIJDA/P+82T11aWgoBM3qQzNpnjgiVg3+a9GcRehSTZEHRXjFmfm9znLTyrGWlxp1XRftXc2IY6onlYMQaOn7m63NO1lY31OjpdxaYc3xQF0+ePInZ2VlUq1XkcjkcOnQIxWIRhw4dQqlUwjnnnIN+v49isYhSqRSqOJ/L5VwNKYYm6B33ej00Gg23+kj3ydPwvQVX+hfFSPO+1KGybJYPjFigZI+1YURlztTuRIX4aV+0LdyxgH+2LlbUfcVysGInXd/348J1qp/WSdHvGL5LJEbJ32SglpaWUCgUsLi46F7n5+ddBIerV1kqZmdnJ0QQtNttlMtl9Ho9tzdlvV53wIy6RnBl6z5Ze8F5XaMMVk+0P3yOh4rqFce8Hfs+kGp1UqM89reaWwnAMeT8nf5N4iCNk32XKmBH0+hZQ0/mqVAouH3lAISYJT48MlG5XM4BKW7+GzWg1XOzhpFAp9FoYHt7G8lk0oXzut2u63yt9loqlTA3N+eWW+dyORd/5kq8wWCAVquFZrPp8qt0DyLN4PfRnlFgiX2mLJEP8OhzsKyTD9RGHW9lL2PBtqbTacdWxDlPByfWMYkCqlHesDVsPu/Ksp58pqx31m63MTs7i36/7/SXlDdDConEKGQ1OzuLfD6PXq/njDvrr+XzebctQrvdRr/fR6fTcZMBKXa+Uo80/GBtje2vKF3TnBELiGx/UEdsiJ36RbvFycQacHsNXxjSVnS3k5aVGDwdrGhqBTB+Ac0k36vYscF5jOOIK8EZxmO5HI4xJo+n0+mQE04WajAYIJ1Ou/B5p9PB7Owsut2uC00Bo9Ww/A2vrWVM7P2rs0LGRvVLbYz+3gcY7XcKfnw2TP9UjxUYKTvHNpDR04VddFJ8DpTPiZpG9r23HS+mBo0D0VdDQY0GO43Hkbkpl8vuwTPHgqveyPaokdUHr94eO73T6bhYcCaTcbtb5/N5NzDJQJGVOv/88111V1YiZ8IfBzUBIAdsu912TNnOzo5jsKgkTOZznf7/G3R6nT5kDeyOC9vPohgqy2rp8dOIDduxDlCz2YxX2x2g6CpHYKR7HE9WyRVwqzPhY66svvBcunpVPdONjQ3HADcaDdcWGt90Oo1sNuuclmTyVE0oFqdtt9s4efIkOp0Oksmk0zPmCzHsx3Yps9Tr9Ryoow7q1gpq4GlLeC67zybPb4+LYq8tANXJi6CPq3XphJXLZWesyRBwoksmk7sWyaysrLgQKCcUXoM2IpaDFY4BC8rVYfcxK3buUbZJz2FFAQiF0QwAbg6p1+shoDMcDt3iq0RiVKiY4IrnSaVS6Ha7jpnK5XIuudw61srw0mlRQMXPdVW8Cs+jbJZlZe11eE6WabD6ps6L9peuCE6lUm5lInXNOjLUNeoj28vFY8Qk9rlOI/vansUOEAuW1IjzM0XMrPbtG7iswsryAdw6hYnl6onygStw0irIvV7Pebr5fB7dbhdLS0vuPT3pRCLhigEOh0MUi0UMh0NXZoHX1IHAgcaigEwy73a7qFQqDmTR4KuRprEks2UHDPNcbFyY3wEjr1e9Y35v86DsOXxegX3WOpnxt3xuquyxnHnxsa0KaACEwDff87fAyKPWhH/9nkJPTkPY6h1Xq1U0Gg0Ap8AMV9fxnIVCwYWnadQLhYIz9s1mE61WK5QfxW2UrE4pcCBLTJBGfeJ7gioFV3zPCccabPaFMuUKoii+STKVSrmwNYt68t65vc3Ro0ddmICgit7y7OysA4N0uPh73q+PtbL2NpYzL+NYDxuCs7ZW/1fHhZ9RLEDQ62k4mJEQAiDqFnfPYK6hMjEkJGiXWZCT4Enbwfbb7VtITujm4Ap0mLKi87VlqKibFkgqk8zfKHiyoTjLMM3MzCCfz2N2dtZFiFholOVzyOTa9Bp9Dtq/QLjm234A1NQbAysIiEKZg8EA7XYb1WrVGWWl+9lZ7CA7Oc/NzTkqs9VqoV6vo9vthl5pgGhgCVAsI8JBtLa2hlarhWw26yqPZ7NZx3QtLy87VJpKpVAsFh2K1+Q79Xr5oAqFAnq93q54c61Wc7keLEyoYQkLIHUw6Xs+aP6vngvZAp00OXAtILP5ID6xk6sOZrah0+m4sGUsByd8rlH5PATwwGhlmYaeOEatQdDxYl/VuCrA4FhmsuWhQ4cwHA7dJsGsUq5gjKvzEolEKNeJgEdXwyjrZUMMNOAKIKmDmgLA75VZ0hV9+nsuBCGrTSZZ+5d9zklsfn7egaW5uTmX80UDvrS05OrIcTJQQMpVxgSjDIsq82Ynkhg8nR1RneD7qLlOj/exvDadwtpbC6rURu/s7LjFTdRBOgblchkAXEqMAqlCoeBye5g/zBXt6nD55hBgVBdJHS6dmzS3V+dY7Sf9veoixzj1jECN56e9ocOhQJF5x3zliu98Pu/2q1MwyVC/vRaBYSKRcGAwKo1lUpkaPOmD94EnItdms4l6ve6McTabdUaWRcBIN9JYkP0plUountvtdlGr1dxrp9NBpVJBq9VyXnGtVgvlS+iAZGetr6+j1WqFyhWQ0uSDIrrV/5VBInBS8KRgZ3l5OWSQ2e7NzU10Oh1Uq1W3Mz29aRv2VI9TGSkFRDqp6ucqylztJ2ynCq8Dm8CJzGAsZ16UsVWvWMNzapSUJeRxWo/Lx2Iola6izo0abiaBB8GpmlC6WjYITq1SXVlZCdWnYbVyJoyn02nnVGk+Ew0idVjDXZyAaNCt02ErLFPUq9dJjv3VaDScjjYajdBWT7qKbm5uztWxooNVLBYd88RwNm2G9WwTiYTrLxpxYFRt3bKM6n3vN5wQy/TiA0eqfxrutSylgif7zHSs8j2Fz5ipJhybLOEDwC3kYNiX8yTZJp5Hi27qcnw67tpevUcLzq3N4auCKx9BocL5UdlhZY1ZaJf6zvFOJimdTjtmibpGm0CGKZvNuvfqqHDutThEd0AgCNTE8v3I1Anjvj2z1Djxr9PpYGNjw32npejZGQxPcfsHpbg56Gh0e71eiClqt9suwZyrEdrttkPaSh9ykPT7fVQqFXS7XRQKBVdXKpvNOpZLGSh+R0TLgcBEdlUU66UOBgMX8stmsy5hlrkjBFn0eKkkOkgV/NjwnpZaAKJXz+kA0UnUUqtWgfjKiZB1acgCxGG7gxN1SDTEynGhYV/7vbKaauhtgr8+f+thq1i2q9vtOkZ5Z2cHS0tL6Ha7rgBgJpNBsVhEOp1GuVwOrTijwaMuquFWZkZZaX6v7+3EpGKBp50U+Z5J7IuLiw7U2DpUAEI5Tcxx4l5kmn9h85WSyaRj2pXd4kpFXp/2TCdQttPnFMVyZsWnazpebA6ahvL096pvFnj5juc1rQ1WJ1dzZenA9Pt9FAqFkPNCR4V6k0gkHKDnb63OqNPFa/tEf6fhbnuM6qXmHfoIB2WP1S7RpqkjwlC5BU3UMTK9vF9dDc8+SqVSLlpFkOZbeDKtTA29bCezEzTvIZFIuBVpikIVPROgEFGy82iMGMbTwdJsNtHr9VAsFtFqtTA/P+88Wf5tbW05ZoQPjrKzs4PNzU1X6C+TyaDZbDojWCqV3Co7dmwul0M2m3X3wgGvRTIVwavHyMlscXHRoWCCJ2WmKpWKazMnIg1HqIdCFggYxXCB0eSiYRj2tw3dMSSiimsTCjWEwoHJ+9EK7LGceaGBVpZRvT9NFtV957iQQUNQypj6vF4gnBvnCynouGC4vF6v48SJEzh69CiCIHDFNvP5PA4dOuRyLeg9kumlZxkEgQszUK8t86pMmoaPfaCC7y3Ys+dS4z+J8dQwBs+nqQgM583MzLh8K+rL8vIy8vm8A0/Uua2tLZRKJdTrdWxtbTnmTe2VhtljOThRFh8IF33ms+afbnHE3yoYIRhQ283z8HgrqmMaWeB8QUKgUqlgYWEBnU4H5XLZOeVctVoqlTA7O4tiseiAO+eHwWAQclo4H2s9RSC6rIed83kfNt/SOvIWSGq/MlqjQEu/o54zb5AgiAu8eA2CqVKp5EgVlhFijiZ1q1KpuBwxJQDGPZ9xsq/VdtoR6XQ6lLhFkMHB1Ol0sL297W6Gidtc/UYDyhgvkSQ9MfVC+R2z6NX71sTLRqPhPGMaLcuUcEIieCPYqtVqAEZATlfLBMGpPYg0n0QnJh0cGj4B4O6PuVaDwcCFMxYXF12lZl29xz/eh51I1YPnnkZsO8VOKpoPo++pOLwHPkMOtlRqtBmlGpBYzrxovo+OL46nUqnkQkmk6/lMydZqArVS5mSI1PPScaV5CBQLsvj7Xq+HSqWCu+++243lfD7vQu71eh3ZbBaHDx8OrQpSBo2h8eFw6IpzcixqCM2Kj3G1hj7K+O8lvjCG6jfbRxBLJopOl4bxuBKRbDT7hjbNss3WgO+n/bFMLgrEOf6V9WN+G1+VHVJbzBCx6pzqGs/PV8uGqlg2y07yLGdA8JROp9FqtRwoYM6QAjLOnQyl8TO9po9R8rVZyQ6fndgL9Pv60DJyFshxDuIrj6PjwVe2j7/XemrqlOq9+aIvk8i+KoyrkSVrw+RQItpqtYp6vY52u41arYbZ2Vmsra2hUCg4j2xlZQX5fN49SBoWgppcLheKZ3KCSKfTbpl0o9Fwpe3z+TxyuRxqtZqj8JhvYGk6tp/eO1Epk76Z/MkS+QzVMWeK5+LqBh3kFpnznuwgYZvINLHGFXMwKpWK8+i3trZcvhQnVB1cmujrGxi+vBdglKyrCelUWtKenBwI5izdGsuZFToEfM6aG8QtVBYWFtw2DTaky98QNDGBtN1uY21tLTSO1HOOMqA+NkiLap48eRLz8/Oo1WooFAquQC3zgnZ2dlAsFnH06FGkUinn8dLoKXjS8agg0Doqlu63Y9uOe2VvLaNmxZ5Dn4VekyGAQqHg7BcAZ8iZxEt7xT5rNpvO0PP5aP4a26ntj+VgxAJlPgM61axTNj8/H6qgr06EOjkETZ1OB1tbW45A8IX3NPVFJ3WKgrNut+tK6FDHOIcyL0/nwaNHj4aKNDOiQkdb51SmpehKdsuqKai00Q4f4AfCDrvPsdH/xzksCp7UUSHDRtKFr4PBwK3wpQ2cmZlxtsMWr/W1aRLZV8aUGiHSZRY8cVUKmRSCCxar5GqtdrvtQkNEzaT7NSxFUUqPOQisbMwOppfXarWQTCZDlb8ZMlQvl+dNJBKu0BjzNpiDoYltGirREJ3mBUXRlWqQ+QCVAWPfMV8il8u5cAiBKFcs+UIKOvHqNXldWw+DysN22MRIDlx6LUwQjuXghErOMUIWlitR8vk8SqUSyuWy8zCBsEdHwEEQXCgUXL0z3U+SRpHOgTXsWrtFxxSFY6Hb7WJ7exv9ft+BvGKx6ELlZJu1To2CMQDOs1TP0YYurafK8W9DCNaTtf9bQ+lzMvScUWE/9aA1L4N5gjyPZXjt9e33FM2tjOVgxTqjzKXhfnIMGWktQWWr1NnheOfqSpuLSFZ1OBzuqlsYFe5SIFWr1ZyukVUC4BZPseo/w412HtIUEKtrNoJix31UiNxGp8aBJV9/q15oXwEjNom/o37p9jXafg23WgLGp2e2/ZPIxOBJQz0AXOMPHz6McrnsQBTBE1evVKtVbG9vY3t7GydPnkSr1cL29jYymQyq1WpoU97l5WWk02lUKhW3YSIHr9ZCYdErruZhp1cqFWxubqJSqTjQwYrhzWYzZNhYZEs9Uob8dnZ2UCqVHB2qTAspXPXyM5mMUwaGtjjIfQDHDhRWkFUKn2CTLEG1WkWz2XRb12xvb7s8MF5DvQIOBl6Pz06TU9WzYdv5R2GNjSAI3AayVjFiObOiHhIwMjYM0y0tLeHw4cNuGwdrcH0MI8N529vb6Ha7zism68GthhhyYCFUMlYc0woqOLEHwakVeO12G6VSCclk0i3i6PV6uPvuu13+YqlUwnnnnYdcLufOod6+6jrHpQKbKCOrBt73Sh1Uhs3me9DI8vr2WjTOZMo0jzOZTLo0BM1hIqOg+TJquNkGXaWnrzF4OljRcaATOSdmbmy/srKCxcXFXeBJGVkgvMqTq6upa2RcyfDQYWHEQfXMB6aoK8yN1QUMytRyfszlclhZWXG6pOCD4SwCD849GjWho0075HNe9H+f7mkf81i2Q0GPvRbPrekqGg5kVIjzudoDzoOMGmlJB/4x99oCpmkA1L43BgZGTAdLxHNi1iRn7Vw11IlEwjFSW1tboXoOPAfzJ3iTNGoURcz0Ekqlkut0GmwaOdLsWsDOGkjN1eJqB024s6ENHRD6oOiJEgSpAffla+gAovKynVRYzStj5XOCJy4fVVbMdy16I3yv4RBNNmY/MGGe38WVxc+e+JgOio57TupRoVkak36/72qoMZSky4dpmPv9vhtfzKtgTTW7ckaBuwIrYJT0TOPJ8hZcMkymlW2njlhdVN2gDbBgwweiNMzn+1zvQftXGWZlutkmtlMnB+sg2Vd9XrQRWsuJ19ecszhkd3bFjhNlPfi8+OwoFjzxuTEvl9sVqVNNEEWdo30liKKe+VZg05ng3KWiIIVzLCM8nIus86AOkL0HTZTXPrIASueSKMeFToZleFUndOW9BV/8Lc+pfW9tnTqQ2k6dCy1o5jWnkdMqdBAEgas4XCqVHBMUBIFbKcCq3vV6HcvLy6hWq27LlEqlAgBYX193DBSNNj3TbDbrrqPLL4ERcmXnl0olFAoFlMtll4PBlXlbW1shz8+CJk5C9NC5Ao75DLq8WEEOlYzxWA4AHaB2iwkqj4ZElM3xGUwOQgIY5nJxBR9XV9HQ2xwmXpN9yIGiyf2M13NZZ71eR7FYxNLSkqupxVo/sVE/eOHYIsDY2dkJPTs1oolEwuXXAGHgxcq8HO+DwcBtGMocNubdscCrOjo7OzuoVCpoNpvY3t5GpVIJldigc6IrM+nN0ssNggDr6+sunF8oFNBoNFxuEI07t5hIpVIuTMxieNQtnsMXPuSr5hMquGO/8L54DRpS2gHmYzGnKQgCpyMMw/BZjMsXA0ZGm44Q8wh1fzt91vxNEAShej6xnHmx4So+BwUmOscom2HDP3TwNTIxGIxKDOhG8uqoECw1Gg10Oh1Xlb/dbofsO8erMis2PAycGvtkjDkv0XHSRRo8Vpk0DW9xfDIyomE6H9NrHRWbSM/+4Dk4T2lRTLVftAd8VZDme376Xp8Jjyd24ByqZMZ+dOy0wJM1DmrM7QohvQlN5rKJlIPBwOVKcZNDMkiDwWiZNo21DmAOci2Eybgw/2fOjqJm9S55HgIfrmJjdWUCJqXdfYyApeU5MDlYFURZWtPXx0BYidnHXMFHD0OBnf6e5+cqRSCcIEnKl7Sprgzk9ficLMMQy8GIHQ/UFS1Uqh6xMjQKxGkQaXA5JnX8KJXNa3BRBid0MqpBMNo+goBOcwmZKK2GmKBtZmYGnU7HfUdmSfWUf2qYNU8E8I9zn+doHRN9bxksAj2urGL4jeCP/ct2WAZqnCQSCWe0yeRplWWK2pZxzlQsZ1asrqmzqlvqqJ3W1V1AeP6jrimYtwwUdY5AXqMLXMjESAMXWmiYi86SRlEoBDMsAUK9T6fTbi6yzof+AaO9NDWkredX8TFwNtxtI0fULQ0hKvPE3/E+tK322dn7UKJBgRKfhdqB/erZxOBJl9zbhuuA0o7gRrL9/qnCcKVSCc1mE8ViEc1mE2tra2g2m9jc3HQrdxKJBDY3NzE3N4fNzU3noebzeZfkvbi46JYBM8teDXUmk8H8/DwGgwGOHj2KTqeDzc1NtNttrK+vO+aGRpmKYCcaeq70Xgm8eKyCEAVAitx1EqDhJ+Okmwwr++PzYnVgBEHgGDn+cYIjS+EecGpUTEw9LD0nAFeJtdvtOraO3jF/SzaR/RPLwQgnaP5R91juY2NjA8lk0q3IZPyfOpJOp10iuYa7yKAmEqf2ciTjZEMKg8FoOxYa0Gq1ilar5VhkjhfWVNFFGIuLiyGwpE4Hw/S0A7Ozs9je3sbMzIzLn6Sh1xAZ28UJpNVqOcDmC2HQkOtERZCmeUa6/Jx9xHGvBfmoY0EwKrDJlYtktqKMOo0ymbsTJ07g+PHjrmCvhjN8k08sByfKRhK4kiEZDk+VriH410UPuVzOrWCjfaQDznFFXeNeqZpXSPtPx5dsL8EaV13rH/Oi9BrMe6IesA3UH7JZ/X7ftZVAjHaCIE9D5rQvPLfVNQs6lGmyekCnn8fyvW6vwmvoCj7qnKaU0B4p02zJkOFw6BZX8U/LRug8yzYdKPNkUSo7msZT47NEq+wQzRcCRiic3itZD94gjRRDRLVazdF+pNxTqVQoOY4PyT4sJm6yJALbSkPKB65gQAeIhrd0olAkzuMUYWumP/tOvVyNN/OaHFjaLstq6TPgaxAEjt3jJMXvGSrgRMDJQ2PO6jXweD5bsmQccBoCieXsCscMgYsymAxj8fkD4dVrZFD5yvGhuQ36e7JQDMWrV6xhNOotwwMMaVDUG1cHxzocnETIMtsEa/6WnjTDFTppsJ3UI17f3p+K5hcyLGhDMxraVxum9wiEqzdb28Hwvd1NwMeWqUQ5UrEcrPC5cMEOw0o250bzovR5K6tK0fAtf8dnqztTcEcNzbFiGFtDdIyy+PTLOhSad0SnQvXdzjXafkZdNP9Q5z8lEdgvBHAKTrWdulKO/1tApvOUFdoGDQMCcE6WVvS30Z2o+evAmCfWT6DSt9ttBEGAtbU152Hq8mYu76Tys9rnwsICjh49imaz6SqEr6ysuLoYWh9jbW3N0fz5fB5Hjhxxm/oSibNIGL1vXZ6p8WvNh+r3+24bFwI2Dn6tC8WHwsHGZL5qtRp6+LYKKicZrujTGLhvUGsCt6Jt3QuLD93Gt9VrIrulg4pt4g7uGo7RTU4bjYbLdeJmzAS41WrVxeJZMyMO2x2c8BnayZ6e6rFjx7C5uYmlpSU3rsk6cUPrVOpUkcaFhQVXPC+VSrkaaPl8PmTYgNFebnwNgsDl/FEntre3Q9X82+02Go1GKOdBEzE1PGa3WiCgIcO2sbGBWq0WAlwK8ikKZmx5ANaKorOgdbCAcOiRjo4acLvZKHWKuqeMAfWUfac5SzqZ0vNlLgsXkKje8r4syNOVr7GcedH+9YWMybh2Oh3kcjmnb9ls1rE2tPd8T/BPW2lzhhSoB0EQKjcCjBbxMOrRarVc7b96vb4rN86GyBh+VraI52UiOcGZRlqiHAwNWatuEbjR4Wa+I6+pjhFzLzVv0a6AA0Zha/4pU6TPijpEIoT6xHC45lzTNvF/Eio+EDUNgJqKebKTPqlIJrdxrx2Gzvg7TbbTB0Xgo4lhnOCZZA3AJck1m81Tjf7/UTCBhCY9k6LX6qk0fApALGplp5H1ogIpeuZ9a64CX4nCOYHwoWo4kAPEt1pDEbf1ItTz1O/53tLO6vmqcuh+glR4gidOYGq0GXZVUGZDEbEcvNjcAWVmgdFu7JzMCQK44kcndK7+4XtfuIvjleCCzsFwOHTJ0xyb7XbbjRNdGKHjhIaceVA2L4uieZLW0dB8C56X/aGhSeoZ31MHeQ+8Z2XILftm85B84TirkwBCyf3KRjFnRov1KrDkcT4WSs8Vy9kRHVuceJlTqnk4unpVc4o07YM5hRq+5jX0Wjw3xy3fK7igzdbcXXW6dS5hO3y6RkCj4ezhcLjLMdfjaRM4f1iGl78HRiu+7dhWp8in/xpN0XnNpxcaYlQGUFcrWmZXncQzoVNTbc+i4Rs2bmNjI7QEeXl52SVrcyDQqOXzeRen7ff7KJfLrrgeNxJmfhILgZFd6nQ6uPfee5FIJFy116WlJRSLRbecnvlW9BCy2azbd4oonwwZcyd0ItFwhQ2d8T1FE611MOjkQySuu7BTCZjXooNfB4oqkeZ6qCdPkMqBwNAAvRZdPcEJlVXbtcaHUsAEwZxogyDA8ePHQ9uyRA3oWM6M0ODSIeB44bNmnZeNjQ1sbW25McFcjGw267ZwWV5ediU81BizCOzi4mJotYuOaw3Nc4zNzc1heXkZKysrAOAMOQtv9no91Ov1XQAikUi4ECBXGakxowGnA8XfEeDwOAUd/FxDYnS0OK5pE44ePeoS2VOplGNRgbBDovlVNOD2f4YECDDpWFSr1V1eM8GTFkLkM9awvoYhLPMWy9kTjlmthwfAMUDb29vOISDrxHlNN8TWmmXMjeI8YDfxpejCC84TwGjVrYa3WY+w1Wq5zylKXpCUsKFfdf71M8v4Wn1jFIb/J5NJRxSQzUokEg7oqdNj2WO2S8NpFM631Bs6Pxp2ZAoCj6cTqQtL1Imyc6dvzp1mXjvtrF+GlTjptttth8b5nRptTVoD4JA0V+5wNQAZLBo4IsrBYOBW5dHYa3Eweto0SHyIUXFZBSTM+eGA0nAaRVErz6VhCgoHM++bTJl6wBS2xT44PU6pU4I+KpqCJxpzZaZUATTUqMabbBzbqawEGQ3rGcRy8MJnQ/CrTKQF9hrqVWBPZojjhY4E67NRlzjGgHA9IzKSqscchzZHQ/PklK2lQQXgmDA1mqpL1vvlewsq1MhT1Mvl+dRI83x6bhW9Z5uYquciq8C26ySgfWiva/+sWNAZy9kTHXd2gQ11TP9oF+ngBEHgwt2cz5jHpPZamSllldVmW3ZGxxnnToIW2m29D+oadVcZT36uQN03NpX19YEqKxqJsWNXz6njm21SG0Md1PPoPGj/AH+xU/Zr1P1pu/czn00dtuMfwwKMy87MzKBWq6Hb7bpYY6vVQrlcRrlcdvkIXM0SBIErDkbAw+0cmHdUrVbda7fbxfr6OprNJmq1GjY2NlCpVJBMnqpmzNUP+XzeAbRsNouFhQXk83mcc845LkwFIJTHoAO3VCp5GSaGEnWA2MFHUUMPjFZJ0VvV/QC1vLwmt9lzAAiBJlVGttPmnhGJ6/PjhKmAjdfjZKATMauac+sNXiOWgxMaDi7dP3LkCHK5nMtbI/NEw12r1VCv110l+kajga2tLQdw6BWz4jBXo87NzaHZbDpvWYFRqVRyORzMj7OgWg3k3Nwc5ufnAQDLy8sYDAahFa2JRCLEKDG8peEGTka8Dr/XdmloQQ2jeu1k6WineAzzHOnM+IQTJY+nzbD3MzMzg5WVFQRB4Kqxs2AtWQvNXUskEs4O0CFUsUm47Bf+PpaDEw0VM3ducXHROfK0owzfsWxBs9l09fA0LEcnnuegrlUqFczNzTlmimOVzBXPoUnoOsapDzzHYDBwr5ybCEI0oqIpFzyXjaQA4cUjGpUhWFOGlvMFj+M1SUiQ1LCOigVO1qFR8KQkBotf25qJNizJ++SKRbJUfCa6Ut7qVRQojJKpmCcLEIARvcaYcKvVCm2oy+WQPgaH5+DAoeHSzH4CDlLyvEYQjMrbE3krmCHYoQfOsgbadu1AvlIB+J0+RB+9zt/oefV8/A0nDBpvnsNOBhRlmvR7TQQkfcznoEpDz8fen8argRFDpiwcr6/xfs1jieVgRUHDzMyM2+qEYJsJ3Cx1oawIw7UaZuWKVrLCDG3pMmEAoVVmuVwuZHTVo/R5fgBChonAThdtKOPlY39odNUDZT+o06DGj2OWBlxDnNSXRCIRqprPPra6wc+BcLVmeu421Eh7onWwyKLTjhBo6f1QB+39+1iwWM6OcEyxdhLLbgCjvDWytxzfyvpoTSWuGtWkatUxvteFCZxrNETMsaJjkv+rg6EsDcE2dU3zFYFwXpWPJVJHxUZJCC58OYUKnthn6jiMCz/7bInNr+W8Rkd/HMDU+1JyxAKm03VKpgJPRLiclDV+yKTxwWDg9mHj7tLD4RCNRsPtObewsOAmAUWfNN4MnZHdWlxcRL/fx+LiIlqtFo4dO4bt7W1sbGyg0Wi4eCuT9tiJ3W4Xm5ubri3ZbBbLy8uYm5tDqVRyIUN9GPqwFNUSAGo5Bg50/bPMlIo+YDIGqVQKy8vLzsOl8nF1lHrcPsZJETuROHO6gPA+aRpj14Gq4Ezjw0T4zWbTJRpbwx/LwUgyeWrH8EwmgwsuuAALCwsOGBAI0Ls6dOiQ23WdK3NYQ4j5RdSBRqPhwAXzlzKZDA4fPux0M51Ou8Uc3PBbmRGOPzJSBEN0FHSbH2A0YdC4lstlB+rUqGlITJ0t1QNOSj6DrRLlFPF66tVaXefnnNxsKFMnIAVs1FnmvuhkSEcnk8k4INtut0OTG/+07TYvJpYzKwTRHGMrKysoFApYXl52OXoAXORAy+qoTjE3l3rJuW9mZgZra2uO/Z2dnXW6zJpm3BOROXmqF6pzXFVOO832q3NvE7nz+XxIlxTI237QecI6LBqZUKATFQbT8LXOjfo7YPeG2JxX1VHRuYvf0ynRve0sO8eIFlOKVE9tnSdt56Qydc6TZunz5oFRfQVS20Tw3FyXA48rgLQ4nXYSO50PnJ4ogQFpU3qTuoLFCsEOz8V6OEys1evo4LH0JP+3+RCK5tn5mv+gD4jf81rAKMlNDTn/FKAqeLJhRutRKNLXwRBFVdq2UdSTIWDU+4zl4EQdk7m5U9uD0LCS8VDwxDFZLBZd4UwArpwIjTl1MJE4tXKV3inrM3FpdS6Xc3kazOdQI5dKnVquzI2KlTUlw6p6p+CcIIIMlDK9ytAqM2S9Ya6m1dCC6p2PKdMwuNULfdVnoCFKYMTSKnOt9oE2kcCSz4XC/iAzr0af92AZsWkNeiz7Ez7DbDbryn4wsZtzDZ3Sfr/vxj+dd0ZeNOeQDC/rJDFfSY+n/mieoq0xpnmzHJc6TnQOUxtPXbW6NA7wWEddQRT1VvVMxTJkvrFrfxfVFhvOUxsCjHKg2D4Lnngddfg5t+ucq+2YVqYGT5ZiswaJHhWZFe6FVSgUMD8/7zzhTCbjQnK2Qqul4fh5qVTCcDhEsVhEvV7HysqKY5aYn+CrVMoO40o+Ml6cmDSXQ1fCASNQYmvv0HPXtiq9CYw8VbJAFumq0Gshc2RBEM9HBeS16NlSoTih8lUBmAVc2iauJqlUKlhfX3d7mTWbTTQaDbfHkqVXYzk4YSiAVDXHHI0AHQlgtAN5t9vF8vIyjhw54lYHsVYXz8c6Z8Ph0NWwoYG/7777nJdMhpbXpRHnmCdLTK+OuRysIWVBFReQKDjS8DfHPNvIPEY1fjqpkMHl+fXVsqPKMNAJ0603tDo7k3/JoNGe6STFV/2zIXarJzTyZNhtmF9tIM9l2etYzqz4nEYADqBT3+hQaLI4bSx1iDW8uG8kIzGdTicELFj1m8VlV1dXnd6QdNA5yToPDCvalXvKzPLe7OIGvWcN96tTrgwT9UsJCn31ASQlVhKJRGilqfavzmPaFo0eRYErnp92wTJhuiDNFy3RuVXn2GnmtqlKFdj3emP80wKTNPz8n+ib4TjS/mocfZ4hDY0mf5KOnJ2dRaVSCdHrltYERqtuyIIpeKOHrxSlfYCaLM2HRq/BslV2QOgedgBCIEaNtH2AduCQ+bIIW8GTLSWhA4Tn8AEgJuq3Wi2XCEnjwMKa9pqxHJxoGId/Gi5TY8pnSYPOArWtVsvlOOVyOfeM1SNmsjPD1wzrNRoNl1BOhsmGEzjuuBik0+m4xSCpVMotTLDeoBpkioIPzU2iXttcRDuOfeEA3xjlPRDI6Wop/o6FDrXAnl2tpO1WxkjbaI2+2ge1E1GMMe8zlrMv1kFQRpNjgguecrlcKL2BOYmcawimNJWCKRHKXrZarRB40lWtOv5ZeoRhdTLBCkY4fhTw+wCI5kvZMatOto2uWEaI/1OUteVvFDzxHOxb6rvNdbJ/2lYFUT5GS5lyny3w6eg0MjF4UlBkJ3k1fLwZsiCsTl2tVlGv11EoFFCv15HP510sUj1WThBqRGjstYZLsVjEeeedh+XlZdRqtVAVbC0ipolllCAYVRK3Bo3LSzmACaZ0kOhSa/USNRlQmSjrgWs72HeaV6GehFKNCp4s2GKIhl67theAu1+GZvhbAjeCpkql4p5VtVp1Kyi17k+c83SwwjFC5rDRaDgvmIZX68xoaIEbas/NzTm94z5ZXBG2s7ODRqPhPGhNeiXLQlZLiwMmk8lQCJE5IWTBuFiE7C6rmxeLxdBYVhbIAgc1dr1eD1tbW65f1AHRcyi40qXgarwJmmikGfKn/jNkQqcLGFUj53WY20UGyYa12U8W9KpYJ8vqkrLbVodjOVjhgotUKuX2TtTwkLJBmnKhObDUMeYZUteURVYngtckG0znJZEY1Upiqgnbo9uE1et1VzuRtQQ1mkPdsnphAY+G9C3YUZDCc6n+KnnAdqu+K3YAEAKgth1KgOhcY/uMIUp+x3NYVljPzTbQjvoS2qcBUhODJ5v8SLEd62N6GBZgoh0Atz+d5nEoZcj/Nf7Jc9MT5moXrkaqVquYmZlxdCn/rBdKQ+lLWuXgoPesx7A9ZIt0ZRANsMZkeU1rIG1yulL86sFqcp96PZbFIqjSP4vUOUnaUgNcxcjJjyFQ/um+hePCjrGcOVEdIqDhggw1WpoEqbrDbVp6vZ7bxFaX09Ow67hiThQ30CYI5/88dmlpyf1Pr5H5HQydk61iG4HwJrzUGY5Fqx/qpPDaZKMY8qOu6aom5qzQnliDqJOBVmOnnvPcQDhJlefwMctW5yg+8KT6o4yDOlZqQ3hsrG8HL+x3ApNut+sYJDK8dOw57q0dTyQSIQeEukbwRAaff1rAMgiCkLMCwIEmtk3BE/e540Ip5igCoyK7OocAI1KD86uOP7bJzjXKAgOjPS41SqNOjzJ2bLdvHrYAyjoLqm88XnVtnFg2Wj/Xe1fywscq7yVTMU+aCMbGRCV26WdkoZjk2u12kc/nnXEH4PIMuKx6ZmYmtE+VeqlKTwIIUZiLi4uuAisHqA50NWbqRQKj/ak0X0jzpxSlqnHVB08FIzC0ya1qDHkPGq6w9DBFPW0yC5wEyDgFQRBKRh0MRgVFeW6yUjZkSGZJ+4GrSWwIMDboBytcNcpVq8eOHXObZBeLRWfYOUbUoGuSJ1kfGnSGEOg8cNzwWe/s7GB5eRn9/ql9JVutltuXjeE+7nWnNVOA3UVn+/0+tre3Q0Vw6SjxeGV61LDqeNVwgmVtOU7JuiWTSTSbzRBzS9th84zYVv4xPMO+Yzssg8xrqwNFZ00dMWW+KJpIb0OBPhAF7Ha8Yjmzwv6lDdza2kKj0cDs7KxzHFg/kEAG2A2mGa2gblkWV3OfdJHHYHBqn9Zut+vyTHldnU905Zten9drNptOl1KplGNV+aeLM9R+KxOmugaEQ3s6xxFw8HOyWjbSotdTgGRXkavofMo20LFhqJMpDKpfSlbwXiyA5LktftgPcAL2wTypaLzfTqx8sMBo7y0Cp3a77TZDLBaLDkjRgNHY2poY7ARLhXOFBFEyl23zVTudf5qIqx1Ho02wyIeueSe6lBMYGdXhcOgMdSo12oyXSekAdj1I9Z65HFZjwDpp6ATFyZKDimE8evz0Rtjvmlir9CfvSw0775eMIT0SVYAYPB2csEI/je/6+rpLaubYUJCsouOTiaU03Ds7O8hmsyGAzgUc2WzWMUEEac1mE1tbW2g2m9je3g6FD6mrCi50THDBCI+hQVejy5puyrQpm6PjnY6KDfWpnlj7k0wmMT8/78KL1hNXL9TmIlE36EWrqEGnvbGrUVVXKARLfIY2p8Qy+nYyi+XMCyMGdLAZvWCCOEO9tMMcizpWuKCCRADHL0E1U0h0FZ5GU5hSsb6+jnq9jkql4jbbBhACGnYsKmtFAMF70rmG7y0won3XMJm18dYxAnavOKXd4PGWpVXdVKacv1NnwUZN7DzHYxU8qfMBjIpg+2yCPVb7YxqZGDxpMT4FS9bw2T8bNyWQCYIAq6urqNVqGA6HLulOV+0AcLUatMaFTV7Vh0wK3oItHaycNBRUUZQV0gGjfzR+6jWqMec1m82mA0VkouhJJJOjarY00roqQQ0sDbj2KwERDTeBm/YB74NAVJ+XgkQquq4KpOfEoouMD+9nkMUynVg2lyzq8ePHUavVXC0aAhLWg+LyafUQdbGCAmAKx7NuL5FMJrGwsIBer4ft7W0Hnmq1WghUKFNiDaMCFf1TAMR75TlVX63Oad9Esb2c9JRxYi5IuVz2bhZOodMDhEsS8J6oE9pnBJ4ERcoMaPhNJxUew/ZZx4jC/or17WBFdYEABwC2trYcY6RREob1WO4GGC1q0N0cNCeHUQKCGtpyjq9yuYwgCFAqldyKZ+q8hrV0HuV1OD/Z1Xaqe2wPbQB/q+fwhd/s3GZ1jWNYC9OmUqO9/Oycyf/ZVh3zFrApe8S5kPOh9p32t69vCDg5B9pcyNNJRZmKebJhOnaK3qQaRQ0/6fEELfRkO50OCoUCksmkG5CkQLX+jBpCdrgvRMjBySWYwIieJcDhflycECgaL9WBpavc9J6t96reMNFvq9VyoE/vgwqhx+sApwfDAUrkTU+DoCf0QCWpkQOVk6J6B7wOPQ8fM8WltxYAx3KwoqwDAEflB8Foyxabo1EoFAAgBJ4AOEeFequ0v77neKEBZDsqlQparRY2NzdRq9XQaDRCRQGpzxxrBPrqJPhYadVXAnjdNohttJ4y75vvOVFwKxkmqdMBoxPFZG9lkDV0QvCkDLvqtjpgtAdk8zR3S/M0tf0K+pjoryyCNd7WOY3lYERBiaaXbG5uOgBTKBSco8rwHhOz1WHWUBuA0PPWeYXji3MASYGlpSX0ej0XvmMOFJPNd3Z2QmUPEomEG9caOiMAUl3TudhGihQ86Ti25+CxuuEx02o0F4qvei3FBno93of2l86xtC90UpSR9jFI7GMLnnT3BLWP1mmZRqYuVcAJWJklNSpKaZKa152OLfqlBzccDnHs2DFkMhmH7EulUmglAQ17pVJxyJ9hBEXcvJaWF1AkrINrcXEx1IlsozJAFGvI7aueRwelVkPWgck/ih3YGg60ITWldClKq+pAowJHXYv7C2osmMaCBkEHv73nWM6scPxoGQIADsyeOHHC1eAqFosol8uhxP5UKoX19XWk02ln5Mmq8HwWwCh4VoOi4efFxUVXOZkheF2Czd8qiLKsERDex02ZHf6vdd80ZGEnBc0npBdMQ06dY04fHRmK5luoHltGzRpzvQ/eH8+tdk8nLLZX2Sj15O1v9HW/hj2WyURtNZ11guNut+sAFMNrZOM59lnOg/OUrsrk+e0Er+OLKSSqb6ytprmoHMO68EfBiAUFdk7y5eApKIrSNX2vJYMI3FTP1WHTvuU4t4CI96tttdiCv+fcyWN84UXVGeqtPgf2keZT6u+mlX2BJyC8Y7gmlDE/iavhNM+p2WwCCIclhsNTRcO4TJMbKGYyGSwtLblEcFJvNK7MJcrlciiVSi5pnEl9RPhsm5Yc0MmEND87VvfAYnxaV+Xog9Lwmq5KoNHl4OMg0z6igVcDruELDg5+ziR6Ba98Hhas6QDRCUknUP4x9MN9z/SaTCK2FO5+B1sskwl1jEaKz1IXQczNzWFlZQXFYhErKytYXFxEs9l0CeHD4alisuecc47bIFtzEGxIiOOdDBfHa6lUcvtCzs7OhvJ8tCArDTyF4A+A0w0W6tRcKR1XbAP1Wmve+PZ05LhW/bVhaU4+3A+TNoQOmTIBDH1riJx9aZ1EAKHUACC8nJ1t0b5kn/N4DZHoeVQ/2ZexHIwog2FBN1n5mZlTdc+4oXapVHLMEFmNTCbjCsuyNEcUuLAOBaM6JAE4JykzavPlGBFQEKLnZF4Vx5AyU9Y5IiBie5W9IhhkqNnHBlOoc2SkNZSojKyGuelUKJCxES72pYIvn9PB430Mt+qaJUX0utPo2sTgSZkHNQxK5bFiN+k8ok3mz3BVge5Org+BIKFer7sHwCJ/HKCkC3W1GSd/3XmeQMF2joIG7WxddslcIHoiHAiKkqPQsoqGzhSA8Fq8Hw2LKQiiIVcqWL13FfVueZwyTzzGMmmW/lTlJFVsvRgfVRrLmROOBQ0h6bihnlSrVQfum80m8vm8Y2uZ3zM3N+cSVy0IsSEG+zlDCprzw7GqwIWGXsETxzcBWTKZdKFF1nPT65KlHg6HjlHm+NdQgq46UjBF22TZLbI9uoxbf6/jneCK+q/L1NWrZZuZZM+yD9bwWkdDn6vdwsbaDmuvYjlYsf2sjChZKOoiHQbu/8jSOXzf7XZDeW0KSmxKhc4PNmrD31gQr3m1tPEaAia4oJ7S2bBMDTAKe9OR53U1MqK7dujc7xuXbAvnTLUldB54P1ovkfdkF8Coo6ILo/YCOQo0lX224XTf7yaVqcCTnWR1KSAR+eLiIkqlUggJJpNJt+y50Whgc3PTsVE6KIj2W60WEokEtre3kUql3EaKZJdYpI8Fzfg3Pz+PxcVFFItFLC8vu+trZ/LhaSFLDWvx/lRZlJLnOdSI6iDR6xFhUzhh8DgORn2oeh4ifu1zHme9GWWMOMgUPFmvVoGwbTdX6NG7igKFsRyMULeo9DR83FaIYTMyuWtra8hmsygWiyiVSpifn8ehQ4fcasm5uTm38o2MC71bAiB+Tu+ZY5rjxYbnNA+Pf6TrgVG4r9/vY2trC4PBwHnki4uLzsACcMZZC4Cqc2B1TSckOjQ2JUDBGdurThLHPL10AiUCT5Y7IdugE4+uIKTd0jCKin6mLDKfDb11FfW8bbg8loMRjaQQdPB5Kbiu1+uOLMjlcshms6GNfZlvpxEThvN89ZEIsjQyQrGOKu2CXT3O+QsIhwKDIHBEhs5tCtgtYOM1CZo0VM75T8esBZyqY8puacREIzuqDyRf9JraT0EwKvOg57eOi4IzrdvFOd2G9vj7A2We+Opjnubm5lzJgGKxGPotHy6NdiqVctXHmQSnLJTS6ExcJnLkMm7mPDGzP5VKoV6vuzCHNbKMKyug0M7X1XMAQnWPgNGKCfUglCGyA90yUyoM7+mDBMKxaQVSeg4FS/yck4AacjJnqhQqyqBpmJMhGU2G9TFUsTd8cKI5QMBur1hzCGiAWH2fhpM6UiwWHQBIp9MubMaxwXDwYDAqskfwZIE1EK7D4gttKXjxOQt6Ps1D5NjV3D417FbX1ElQ/bWhNcu0Uqd5j5zc+Fseo5OD3pPqqv6vYp+X1VFOGLbwrC/kEAOnsyPUJ2D31mMaWuIxuoMFGUstrMkFSQw3pVIpl4+ozgHHr+qGPnv9Y9sU6Gl4izrJ+wHCK0YJFtRhp8OiAEv1kcf6SAElElSoo7btbJcyYmy7nVfs71Q/KWqDeAzbY0Oe/NNwYpT+TipTrbbTyVgReiqVQrFYxMLCAlZWVrCwsLALnPDmu90uarUaWq0WVldX0W63sbm56bYI4URAI8McDw6wZDLpNvA8dOiQY6XS6bSrS1Mul9FqtVzOh9KMpAfz+bwLgSSTSbTb7RBQYTiED5EDnyFD/mnHa9iMQEsfPsGI1vkAENqXSMEOQaGGb1TB7MTF3A5lAVhPyxoBDjj9LePV1WrVJUfymetEGgOngxUaGAUpOq40zEUdof5sbm66Z03wlM/ncc4556BQKODIkSMOTGlYmKu/mPxKXWNo2W4OzDbZZFY13iz2yVc6MvwdHR8mwjcaDccmq3evE87s7GwojKK2gmIZWWBk0OkUFYtFF24plUouFKNJuXZCItjzGXi1A5ZJssCJrLuuZLXOkk5AsRyc2AiJZeat46ljvtFoOH3ggiaC8Uwmg8XFRWQyGaysrIQSylWnbFhMnQZlXKnzmgulbVVbYQEGMHJmON7IavMczCnmGFf2yjpHdnwrywsgFC0B4OZrOt92/tJ71giXjn91NCy2UKeNv6EDqX+0FT7wpOebVCYGTz4U6VNsdgwHFT/jQ9IENRYC5IOikdUEVGVRKDSAHLw6oQBwIY1kMumS0LnxJxMA6XHrg/ahWB24wCgvi5NWFMLmOdQAK1NnaU2CJEXY6lXooLNtVTqXEyqFA9H+nufgPWlfk+60nk0sZ1+s96WfKSDW7+kdMheQesftXTKZjPOSGTKgcwCEV+9obhHBvAJ920Zen56rBevAqOwJjTfBFzDK7aJeKkurv+e5dQLg78lyqU7qXl9aTZzns0msmi+l4RFgBI60xpNOYrx/tp3npG5pMrIvZBc7KGdPLBjQSdTOdRZMA6PoiDrndL6DIHDhNM53DNPNzIzqImnNQsu4aqSDx9p5QHOfFEiwfRrNUSLDB7y01qCeW8/B/lBWy86DbG9U5ANAaF6yfW/737JtSojo9xSCJebtKvjSa/F6vme+l0wMniylaKlMNWgcNETiuqpFUe/8/Dza7Tbm5+dD4TuCp1qtFtqPi6ClXq87L7FWq+Hw4cNuYAGjooJaPXl+ft4NEBrlubk5LC8vOyPq8xhZnJP3xc2H+eA0f4KDQUMMGmrgH1ct8DgqT6PRCO1tpGEPXZVHhdVQKvuDyfi6Cklj7DoBBEHglt0yNtxqtVCv113RTGXQYm/47IhO1j4GVw0U/7dhJhryer2Oer2O9fV1pFIp3H333chkMjh8+DByuRzOOeccl68xOzvrmCuKNUrU53w+7/aUZA5TNptFEATOYNXrdfde26ghtpmZmRDTQ7Ysl8u5PAWuxuX/6mBYAx61wpWM8fz8vLvfdDrt9m+kPjD1oNPpOCDE8EUU20s9ob4RVFGH2CbaPa4sJqOuxltDh7GeHbwQ4ALhgplAWJesvul3umhJx9zq6ipSqRSOHz+OTCaDQ4cOIZ1OO8ZVbbReW3P7mHfE45lnVSqVQraB84ZGKDhHq73Q+yYrTDaXc6xlYFVfFRjZzYY1NEhmTRlrdVKoq6ytxvaoM8S5hzaEx1HXeL+JRCK0byDBK20Qc3d5DU181/6ZVt+mAk/AbsSmMXzdiZ0r3hTNKSVNoMMYMcNzCgRYXTybzYaKNrLzdAUBRb1G5u+wc+2xDHPZaqgAXGfzwSkCt7Fx9RA4KDjgybLp4NVwn314Sq2q98qBpJ4wxaJ+X16WFetB6YRLr3icxIb94MTHOqjB5nvf7+wztZ9Tx7hSL5lMOhChiy80oZpjL5FIOGNrPV46GByDXHSg4ElzKizgA0YGnU4PbQltC89JsdS+ginbd3SCGG7nWNeQuD0PDT6L9PI7Hqe/94EqXenD42nHCKyi8ka07bEcnFimZi/Z61g9H8cCV7tWKhWXC8X5kfODjmUNBWr9Qq35xLmC39PGMxqicxNDfdp2jkVGfThebRkEX/Qhaj7hvEMboftfql5E6azaOAWBlqBhGywY1FV1DNXRhuhK4DMlE4MnXQoJjAwyDeP29rZLRlXUym0keLNEpOy0nZ3RZqQ6OOi5acJ4pVJBp9PB5uam27MuCAJ3PiaIA6NK4iyPQMDFh9loNDAzM+MmDfUCgFNVnTVpXFcCaRkEBSwES5x8tIy9ehhcdcFz5/N5p0CZTMZ57uxDegP0POzg46TG3wdB4JZ6a3hFvVkbauAA11IRURJFw8ZyZoTj3wIl9ZT4Xj+3E4EF1WQauZJMjSvzMZhjxARzjmfWeuL4bzQaAOA84nw+j+XlZeRyOSwtLTljzzw66vrs7Czm5+edt6tjkqBidXXVMTTMRVQWV1/p1bIwoWXIuWL18OHDIVtERo59ZkN5DKuwv9jPvAb7ku0ERknEfH7KlpFVHw6HOH78OE6ePBlKZPWFMCxbEMuZF+aG2rwZirIgGu6y9lN1kXZdAXQymXT75umqO84THMNkY/iq41IXQRUKBVe/jQuxFDRxPFGvOcY0gsJoj843GqHQCIrOZ7bMCb/PZrOuyj/zkGdmZhwLRHCm8yz7O5VKOdZJmSiSCWyf7mqgIUHmEHJPW0ZTtra23Op+m86idlGf96QyMXhS0QdEg8DaFtyBnXvV8cFohykzQqqeGf+aK8GHTgYKgDNYNMZcJaTn4wPhAE4mk25/OYueNZ9K2SM+cI0ZM5Ri0bKPytWJTuOtHAw+AGTPC4TzmZTy1HvkeXkPBIp6Pz7xGQn2v63IHIOlsye+8WTHGbB7JZg+a184yI5PAKHnTP2jntLIJxIJl5PIJGuOUxo6YFSLhbkcPB+vQWeIq/4s68KwMW2GZUDpwCnoox7rhKGhPDJOWseGfaLGlKITqOaCkKlS5ldzDBkqAEbgV/ObtPhup9Nx2ypZG0ChrZnGmMcyvSj7adM2VHx6aHWS41lzoPQ6mo/K1BF91XIZBE8EUKpTtO9BEISKWyr41vwpAg1lkjm/EWRwbPoiTHZuUj2z4Ip6prZIIyk6z6jY9AS2xa4KtKCK+qy5TcpCsa6k5nyNe8bTyNSlCgA4pgMYhbcYV0wmky6rXYGQXZ2WSIzqQZAtobGwdDj/tre30W63USwWUavVHGq2hfP0GmwDk8s5CJl3pPkJep/sSB0YdnDyO3uMsnSJRMIZUw5iInjGvrnajoODIM96Q5baVeUl42dXFGieU9QkrMnmTLYnWOUk5KNWYzkYITvKCVhrEyl9T0DP3IJcLod8Pu+MB2umaQhNDSAwSt7m+Oc+jOvr67t0NZVKYXFxEfPz825bGI4NslnpdBrb29tuhwDNg6hWqwCAzc3NXWAPAGq1mgsl8n5zuVzoPdtBr9au7OF5qVPM6bI5F1oSgWOaBps2QAHXYDBAtVp17dA0AiblqwdNh5Lfs/xHp9PB1tYW1tfX3TNTZ0dZRGXSYjkY0dplBNTUEytkKMkeKbtPXdScXV2tpvMYQTYXcABhsKJjnLWPWNuwUCg4fdaCnKVSyc0tes5qtRrSX9ptLQtC4kJDhGpvdEcA/c7OY1pTivMugJCt0vwpmy/Fc3M+JomhoXwuMCOBwr6lTdQ9ADudDra3t7G6uuoYcrsoi+3bj47ti3nSh80JlZ3DhOpGo+E6k3Vl6MFqIrJO6Lo6T1En0bDWeZqZmQkBNh/Nbb05n+dt6VgaLqX/9eFSLL2pD98+CH5GRdNlocqGRXm9TELVPleP28da6Z9P1FjoH5G7XVkx7lyxnFnRCVzFUswcf5lMBvl83lXYp5GinjBp2Qd6LcMFjHI1dDzSO9Zl1blcDsPhMFQ+AIADE51OJ8Q42z2vdOm/hrv4GY0rx7bqmO/Pgiv1hHl+1Sveq4IW20eqawR27FMyY7oQRtMO7L5kmofBQsBcYWx1S+1TLAcn6iyP62uOA4IM3TdSV0pr6ooyr76cWYqdlzg+OSY4Z/J8BDscUwRkljUiEOH41Xu1zK8CdatjOndZUOVjnFS3eD376tMzdc5tHqGySmqX+D1TBKiTLAfCP87pPrZZ2zTNHDdVqQJ7IWC0Co83t7Gxge3tbTSbTdRqNSwsLGBxcRH5fB7z8/PIZrOulgu9SgIslhNgp/BGifAXFhaQSCRw9OhRdLtdbG5uol6vo9VquVVmaoh0ENntHHQVkYa3eF883i4b5XnVoBM9W2aKv2H7S6WSy/ng4KeHqlSvBVm63FwZMQ09qBHXNvJ5WfDD45vNJqrVKmq1mluZwBVIvsEUA6iDFzVmOvY0jAwA5XIZ2WwWS0tLWFpacitc+cqJmzWUtDAtqWw1omq0+Eq9YE7B5uYmqtWqG5NcbcfxzwRZLdKqORF0iqiDANz4596U1B0CIF8eBvuFni6933K57DxxTh70QgeDgaukrg6a7htpt7lIJBJu9d3W1pb7jPepQJM6rCt/FDxVKhXU63Wsrq5idXUV8/PzjklUR03ta6xvByt2Mh3HOKVSKZTLZZTLZRQKBcf26JghkFE9qNfrLlxrn63VOdVvfsawL6+j85WmnTC/SOc7tlvLgShoscfZeUzDiGRzyeRqnqQypGTeyArzevbc6vDrXKzn0LxfBaA8hya9kw0m41StVrG6uoqTJ08il8uhWCw6p4X6rueaVtemBk/a8T4Fp9HgXnYap1UviwOBD8U3aIEww6OVj5k3oQ9AV86oKMCxNLhl0HTi0pVHNhfJslIWpStaJzJn7gXvQ/Op7Oo2BWYK3HQgcsDpeXzPy/e/5mxobpqvJkYsD4z4GD9r+Mg2cesiesX5fD60QoV7byWTp/L/mGvBccexxGdPQ65jj2IZGttOXpeghGFkLZKpx/Na6t2r/qmuqV5oUi3LovCV19J9NBXojGNTacxV14DwrgP0hrUfaNg1/4KMHAFstVp1yeoEuOx7tS3WK4/lYMTHxPqE407D41yA4KuUPxwO3co6ACH214qG/DQaYCMvbJ+NTGhYTB0LtfuW/bHzGHVKzw2MahDqvGUT23WO19yivRimKEJG50Rb69Eex++ZAM+yJiQEuOiE+IH27kyQAhODJ/WICFT0QSg9Tu9rfX3d1Zihh5rL5VAqlZDJZNyeQIuLi6Hl/Ip6AYQGBg0rQ4KLi4uhpDebJ6WGiWFF+wD0j5OFXenAgcwHqMl8ulJPY8H0tHlvBHBsr11daL1qH5XPvAylYjlRsX3aT8rgAaNdtOnN1Ot1VCoVVCoVh9a5YsECr/1Qm7FML76wEZ8ZQUYqdaqq/9LSEo4cOYLDhw875sayoQqiWCOtUqm48QKMymdoiEGNldZK6ff7oTwMLUAJjMLUHHcchzoZJBIJ11ZuGMwxSwBEo61OEb/nakCu3NO9+thnZAyoDwwFso/J5mqRQjJdtB00zLpiiIZcJz19dswzox6dOHHC5TlVKhWcOHECq6urCIIAhw8fdveuORx2dXMsByO+xGVg92RKO14oFLC4uIiFhQUsLS05lodzl55XS1Mo2+sDQPrHXF4uvuLY1JpJGmLzkQHK6HA88Zo8jnqhThfbpoCJNdKUabL3TX3n+bU2IvXXF63R/ldHnmw0V9fRqeNcSceEjHqlUkGr1cLW1hYajQYqlYqzWbRbDNvpDgqWCZtGpsp5YsfaiVQfCg2y3iCNPulDAKEYbj6fB4AQfW4HBo0ZDaAmWBJRKnjSHCaKrZptKVOdqBRxa84Vf6dhNd06wtKcmvNB4fV1giLosX2t4qPzeQ56wfp7hi1s/grvRVcC8U89ZvvstR2xnD2JYkc4PnVnd7K4CsSB0VjnylWCEo5Fhst0dQswGl+5XM55dzs7O87Yqn7YPAk15Dq2LWPly7XQFbQUzTfh/TIMR13j8eo06cSmThVDC5aVVtBIh8XmBWof8T2vy8mPxWY3Nzexvr6OjY0NVCoVVKvVUAkV9pFvEozlYMXaMl/ag75Xu28dFV3Eo2Msk8m4sLSyrjpvAqMxywmfWyXxXJqgrvqibbORENt+q5OalqLME+0KV9jylWE7Czz0OgyHqR4xB8zaCCUxFDto/i0/5zxHh6bf77uyOkwV2tjYQL1ed1s9aehcSZgomUbvptrbjkLwEDXwtDM0HNRut12iHXdc5743NOr0HulZKzhhXoMiXbbLInl6uLr6gHFUepy8LwWCGg7QnBPNQ7JhBQVPNrzAayjrpYmy7CsOMIJMS3fqcToYCE5Z9Zx9Z/NJdNVjMpl0g4s0J5P8tTioKlhUiCOWMy+ZTMaBYcs0KlWviy9otMiI6io1BeeHDx92eqlJ3hyT9PRUx4bDYWi8NBoNZ+TYLnUedCWc5kQoyNLJQ1klGm56xGTTcrmc24dODTh/owsvgN0JwDS+zENhjkShUAglwRP00E6RASALQKOuk2Oj0cDOzo7LBVtdXUWj0cDq6qrbJ1I9aAVtNuSv7Y/17eBFw0wURlJUd8iK0MnUPCMNYyk4UbZnOBy6ivtR8ybHgq7SJBC35Q9U3220Q/XLMlF8b3VMnSEFTeqY8P6UKFHnwgIdm6cEIMRuEQyxD7iYgvevTgttHVfcb21tOdDU6XQc80S2SW2eZcU1FGqjKdMQAxODJ3tSy0JFHa+dyQFIg1wqlZBIjOq/ENTwlbud83pqLNn57BAOdFJzBEJMQmebuPKPxTQtw8IQhC4PTyaToQKBWpDPMk7aN2yjZZp8eSQUXz6J7VdF5/zjIOT9aQ6L9jsHCr0b3f9HJ2NlFWPgdHZFV+/oswTC+ThKiet4oSFXveCETZZXQ1JkpFQX+XteP51Ohzbt5bjRa1qPnO8JnizLYsGNhqxt2KBcLiOfz6NcLoccE5svZD1Zm4yrIQHVB/6xT7SNmguo/c0Jg5Pc5uamA0/VahX3338/arWauzbthKYHxLr1wIqOF/3Mzmk2b07/1xAYMAI21AMyTgxfa+RDX8nM6I4b1DONCrB99hoEQz5iQ0NTicRopwCGAvWPbC5TY9RR0f5RNkhfVdd8EQydG9XO0cmnnmlfM5xHZ19BVLvddqWL2F+atsJ2W5vjGwfTyNTbs4yjOYGRYaThVeOglHaz2US9Xkc2m8Xa2hqy2SyWl5eRTqedd1mpVLzME2lEMj8U3xL72dnRvnoEZMlkEsVi0U0sejxBDVcUcFDye02Q8yXyWSpWwxKs6cJ+s7lc7qFIoiyT4ufm5lytGFt9nIqmz4oKSoaK+wNSGBNmUl2z2XQ5GjbfxeYFxMb+YMWOSXUcFDw1m81Q/l+xWESn03GsrhbQIyBhJWLN1WHom8BFQQXzjw4fPoxkMhnaLoXbTrCMgbKzdCboiAwGp+okEcQpeOCkwd3oc7mcq6avxQG1SKZl4qj7ZId0w3F14Mislstll2SvIXDeN/MmOp2OW6Gok0W328Xq6iqazSa++tWvotFoYH19He1229VJI7ikI6a17sjaabKvbwKPde3siAUXlr0hq8JaXxxvXEVuSxdw3gFGc6KG7SgE58Ao54+ssYavlMXRdvJPF1IBCI1XkgaWDCAw4upcu1GxRlLYTn0lA6c1llTnOIbtfG3zrhiiZJ4g71fZ3BMnTqDZbOLYsWMuIZyAUoGW5inTybPEgqbfRJEUk8i+ShXsdQyNs81zUCTJDmM8OJ/PO2NNVM06MXyYBE/FYtHlPWh1VZ5bjat63jRgPJfmVOn9cRAqMudA1hIGzNnSScgXA+YrFco+PAu4NF6t9DCVWL1frX8BhCumJxKjpaxE5HwGLE2gno2PHuZzi4342RObo6ZjSCloJqGy3AQwqsLNla0aelagoqCd4V7NkeM40AKcLDJH/WUiLJfaq1dLXdPJh8Cf3rI15MVi0eVtccUgNxvm/VtR8MTk3H7/1LZMZGR1EqEOcINgX7gvkThVj44Gmuwc9YJF+La2tlCpVHDPPfegWq1iY2MjFNLRvC2ygfT4bejDB554b7HuHbxYPbOMu4Z96dBTx+gccG6hng4GgxDrocSCfaaqq3RYKGRkOI/pfGET0DnHaEV7ALs2IdbFTgzRMeSnuUkqBJDUKd2LVkETr8026XZsvvPq/ERdI4DiJtpra2toNBo4fvy4+4zXAEasnc3h0tQEJTsAf7WAaXRtX2G7cSDBfq8DUHOBaIj6/b5DlywwtrW15Wq18JUAhkUydamkFsTTnKggCEK7TTMcyMnD11lKGe7s7IQejsZrdUBblkZzInxMHRNFCboYW7asHX+rFVN1taB61ApwEokEWq1WqA1aN6Pf72Nrawvb29vufnTzVe2XqHyMWA5OCGKtweFz53PVIrGdTsetPGUVYu7NRmPPpfG62MLqsqW4OVYJGlSfdRsJBds8p3quMzOn9s8bDAZuhRx1UZPOgVG5BAr1WiclgiSWItCVq8rq0jNlu7hyqFAoIJ1Oh1hpm3Cu9dfoBTcaDXz1q19FtVrF//2//xeNRgNbW1vuunT26AhqviCdSs25Yl+pR87+j5poYzlzolEFC6D4Siaf8wltPPct7Ha7yGaz6HQ6Ltw1OzuLbrfr2B21p7o3nA+kUfc1ykHWinOGZaF4PqapaMgdgCMLfPk/BBfD4dClnuj3GkYkw6Q6pvaB7wmaGCmiw0TbRT3mPEqdYK4XV83dc889qNfruOuuu9BqtVCpVFweqDJu+qpkis7T6hzy/nzPfOKxM9XRGD9x0uDqe22cNlDzNbiBJlcBdTodl0Cum+iS7lY6nEly9I51sldKVCnUKPCkninRtCaD00sHEGqHTmhEukoP6kNSIEPDqSuFNJ/LXotUpibn6eSnE6IySDrQeQ6yFZqsb2PUPg8sloMXsig6eareUHTLFS1KyZUt/J4GjLqgK2s4vn16zXHT7XbdmNTVPpx4lD1Rp8MuB+YEUCwWnbOj3rDdpJS0O9kp9gPDciz6SS+VusAJT20MnQtNPmcJEl0JpJOYAi/aqe3tbdx1113Y3NzEHXfc4ZyURCLh6v5Qj5WdoNBG6Ao99pVlwmPwdPCizoLPzllnVvNCNdLBlAyyswwRpVKpXREUnez1eVMHeV67oICf80+ZSWVb+LkyKwztU3g/qhs8lqwX5zA61c1mM8TkWNChzgBti+4tqWkyOi9RHwh0WHqgUqng2LFjqFarOH78uMtpAuDysjRPUp1NCq9BO8nvtJ37lX0njE/KPvCGdCLX7/igSQOSJk8mT+1CPTs7i/X1dectat0JpR5J99MwcqWe5jSQ1uMg0oGpHqYNWwXBaDd6fdiaIKd9ogNDX+19cwBoIqkqBxkDhme01DwNr/YrlQgYhe9opJnrwUrRa2tr2NjYQKlUQqFQcKyWj03zeWOxHJyoZ6qGmwZAAS/HYq1Wc0t3i8Uitre3kc1mXS01Vt6mB0rWiBM+vTk+bxo9GnBek4ZKGU8FKGyPnfwJJnQ8ESSRqaETpdcgGGw0Gs7bpyEnwGG/AOGVq5SZmZkQi00Qx2rDiUTCraKiU8G2dDod1Go1bG5u4vOf/zwqlQq+8pWvuL23yCqwzziBUQ9ZfkUnRzXylgVURyx2Wg5e9mLUFYzrXMVVm8z9y2azqNfroYTrYrEYCsNR98rl8q5FHRw/6pDoSloFRArcNHRFB0ePVWCj96sMLeevmZlRtXs9v4YAbTqOnpNzrabGkMlSskDzD7mKlau9NzY2UK1Wcdddd6FWq2F1dTW0w4bmdmmIMUpXCAY1T82KztvTyL6Zp72UWlHxXufgYLD1U5icx7AWc51KpRJyuZxLRNP8JFZ+VY/b0pocAGSWNDdCaVGK0n/2VdsLjACaeuKaBwEglJhHilcpRbJMHIjKzmltGPYdlQAY5bxwYiWb1Gg0XKJ+t9vF1tYWtra23KTmy3lSZitmoM6eZDKZXZOu6owaDE2u5Ka+3IYgl8uhXq8jl8uh2+260B0pdQ2FM+TEcys7oxS8JpUraALCK9zsajIaMTW+Gk5LJBLOQaFDoVQ7QT/LArBqMPuIYEX1V9lm5lNR36gHnLDIvNbr9VAyKkMIx44dwxe+8AVUq1WcOHECQRC40B/tC/WYn+lkY5lDtp2TpdVp5mjGOnewYp+LnUDV8SbrSZtOh7bVaoVC5Pl8HnNzc26HDd06SPMBd3Z2Qnm4BARsh28BFEV1TZmpqPxUnk9z7QiIyHIpENO5Qx1q9oXtKwuaOB+TeVMnh7rG0ifMn2w0Gtjc3MTm5ibuvfdetFotbGxshBak0NGi3iib5nueZPwA7GJ7tW98z34v2ffGwCqWfmRDogCU/Szq9zpggyBwHd3r9RzbxMGazWbdMmwa6tnZ2RCwYR0XPgBOAgBCSaEAnHdBhWCb1OBrfFeFxyiNSW+fuR+MhesKKqWImWPBit9kjvQaOsAJ0PhHT50eElczMEa/tbWFVquFbDaLUqnkaFONY1vAZL2ZWA5G1DD6GAhdMADsToQkE9VqtVCr1ZDJZLC1teVY29nZWZcwDZxiunQTX4bQNOFbc4IsKPKFOoLg1GpAO6YBuGvp/VLPCbwGg0FoDz3et5Y0IQABwiU+yAjpEm6yAQy9qKNG20Lvl/9Xq1WcPHkSX/7yl51RZ76lTha8R37OCQ0IFw71GW7rpPH7GDidXZm0ny2byufa6/VQq9UwMzPjSnrU6/XQijbqFB0ZWw+NkRZeR8NwCsDt+NC8QY4hBTp0QFR3mc+nNZo0vAj4oxo+nbe5i5oKoE4WARQXKHHFfb1ed3vi3n333ajVatja2nJzGq+tOmZzt7RNFkhqNEaPtyG+aeW0wZOloyf9jQppaw0bWMoxkUi4HKNms+mS6EjF53I5F3oARoiTgINhsJ2dHReCYLgiCAK3xJlC5keXbUZNHDbGygenOU/MzaIHouezfcOJhhse28mS1yAY0ng0PfTt7W3nHZFxoudOIDYcDrGwsOAmE619w7b4gO+0CD2W6UQBPL1CBbD2GRHU8Nlo/hp/T/DALVWOHDni8iDS6TQajUbIcFar1dA5eX2OWTon9DBtMT3qFNvI+1EWmMZLGSYNRVQqFcfAKVjiNfjehjjIVs/NzWFhYSG0coleMIEpx3yz2XR1mgg619bWcPfdd+Of/umf0G63Ua/XAYyWlGtCr4IjPiM19OrxU6/UViiIYj/HwOmBE+sw8n/qm85XHLOdTic0vpVR4j53mUxmF3jiK8cIxwdTU6hvFJ2P+FvqjM3xtatreR1biJILq/TcdsGHzq06/ykItKFoC54Y6uTWYNVqFdvb2zh27Bg2NjZw5513uuKXqs+qcwqStL+snlH4GfMotZSB5o5NSwxMDZ58J7eTrP3fTrY2ccyyVdoZ9OT4OyC8kSJzIprNpquxUigU0Gw2d9XeIGACThlRTa4jmODExGQ/XQWn98UHynYrrWkNPB8UJxfeAzAqDkjQpGE7TQonYmdoo1qtuuXSDDcoA8V6GbofmXrdavjZDss6Kbof9/xjObNiJ1KfflnKHIguZAuM2FBuZ9Dvn9ougosGmPvEV7uHluqBMlCaR6iTAT1uG7KiPuvkwu9YOkONo/WwFXjQcCcSp5K19Ti2RRkv/oaLUnSPSbJN29vb2NjYwNraGu666y63P6cm8GvuF89rQxoAQvbF5ilS1/iZJgdbMBU7Kwcne9m3vSIoVnzODcO/BNT1et05G6o3dpm9AnNlMvUY5v2yzADZZGWl6Uzo+ZR50nwonSOpTzqf8dUycMpMaViP+seViSQEuEn2+vo6tre3XUFZrqbj9alD1pnwAadxz4k65SMs9qtrZ4R5Gve/DiKlAXlDPnBFo6TgREGGVsvW8B5zGnQT4vn5eczNzbl8KeZdcMNF216unmF9GQ2t2TbSwybIUXSfSqV2KQe9B62ozgGSTCYdsFGvQD1TgqVqtYr77rsPzWYTJ0+edEjdhh3JQgRB4NrAczLUyYQ+zTkjcNTJIZazKxYcWd1SCl9/o8ZDjQ7HAbfxWV1ddcY2lTq1wXYmk8Hy8rLLd2KOoOYVWjDEyUINPsfV/Px8KK+HbWLonOFrrnCt1WqhSsrcxklzvCyDw2vRSVKjSieC5T0AOJaMLO3W1hZqtZrzik+cOIGvfe1ruPfee/HZz37WOSzsC9VnBaY+oEcPngm3QLjunOa0cIJSNiPWu4MXnx7Z7/eKrOjcBowcUU3KBoDNzU2Xf8fxz0VNnE+0tqCGpa3zQL1iFIVJ6ARR6sgnk0lXBsgmT1PXeA06F+pAc+6iDSgWiyEGTvMeVThvMwLCjee5Cf3m5iZOnDiBjY0N3HfffaFcRstmqSOi/W4jP7yuim2fBWOKI6aR0wJPvoE1DTOhDJQdgABCnppek7/THAFlkFhci8lpXLWmq49YYVxXyunqIR/S5UCkd60rbQg+9MHYpdoENDyWD4tsEUMK3AuLq32Yf1Gv17G2toZ6vY6TJ0+i3W47pG5XQrAN9L45GZJ1oJICCNG3UQmHsZxd8RkGBUfjPldnQxleBVb8PccNc+GGw2HIyBJsKNWteqAGVoGJGn8aPo4tjj8aagIFG47j2FU2lJ/TmNvNickyKRNEJ4fgsd/vY3NzE7VaDevr69ja2kK9XketVsOJEydw7733YnNz001+uvedeu/6nICRs6cAT21aVB6TtXn6rNTBi+XgZC+gap0UOzf4Iin6vQoXGvH5cuUm9YvzFUGDgiidU7gAZG5uzukUwRPHGvVWdxpQJst3LwrOlOXi/9R5X24vz8mwfa/Xcw7KxsaGW6i0vb2Nra0tV/yStseG5/Ve+BwsE+d7jnp/1kHRYxV/+HRznExVqsAHkKL+18+sAY/6s2yVb4k/EKbsNNSnuUI0utzygcDpyJEjblVeIjHaCNXWyeH5dRJjGE9X9nFgAmGwp8mobLet0MoJjoOHg01XTzWbTRw/fhxf+9rXUKlUcOLECbTbbbfVBeO43HaG7daVUfqe/UmGjn2gpe73orJjOVhRAExl10nVGj8batUx58u/0+epWy0AwOrqqvtOaXw1oloeRA04N/lmUVuWHKF+0LngaiQyuxQyXBo+9oW3uEo1k8mEGCd6udSLZPLUli/ahydOnMD29jbW19dRq9Vw/PhxrK+v47777sN9992HjY0NrK6uhiYQ1o+jYVfwxH7i5MdnwhC5ijpWPmYeCHvJ7P9Y/w5OLGiKAlGqb3xVp92G93yODp8r84sImvg55zvqm62FpoCCTgPZK85FBE+2XABD6L7VaqpnCl5sjUN1oIDwfMZ2K6vFxU73338/NjY2cPLkSWxubmJ9fd2Fw9X5Z/t5v7RzltUFdi+Ssc+OespV6sPh0AFSHmvD4wcGnnjBaaktNmov6pPn12PUi/aBMB6rgIZbO3D1HZco04vlqjOiUbtKTc/Jwac0vU0WZRuJwPVerLfCVxtr1qRuJqzq9g8bGxvY2NhAvV53lZUVletg03ayD/WV4QJg5Ckrc2WZwFgeONE4vXVS1FDbz/m/Gm8F1hSfl6zfaUha6X+tCEw94NJsvpLet4nkBCPZbNYlrysoZLvpWHAi4CpBmyelIS6uPlWDyIUfXHVK75cg6v7778fa2hpOnjzpdmhXvVKwYxm/vdh2PdaugrKf++yj2r5Yzo5M2tfj5rSoc/gYR9+fMrRkZOnUUkeYs0sdZIkPhrm11hT1RleH6iIk1TWSAQwHqh5omzVKQ7aX8wod8c3NTdTrdayurmJzc9PpWKVSCbFNOt/62NlJWSE7Z0WFErWPfY7MpHJGShVow3wGxWeklca3RlA9bwChh6x/fOAESYuLizjnnHOcsdWYMFfWnThxwoXdgPDyxWQy6YroMSeoVCq5bS04ifD33N6BSFsrryrKt+UNuPJN9/EZDoeuJD1pznvuuQf33HNPaBNW5ovQw+DDp1LoxqNAuA4G28jigFwBYnfstl6WfW6xHKwoC6Eh5CgjrUYgih22rIilt/kdhUDasrCW5tZrUDfIRHFV6fz8PHK5HI4ePYpSqYTl5WUsLCxgaWnJjUGOba3FQqeIv6GOkknTlXkcv8xZJBPL+mYnTpxAo9HAvffe6wpdrq2t4Z577sGJEycc+0r2y4bpo4z6OGOv/UrWV4Gi7WsNtWrOYqxzBy9RQDhqQvXNaZb9tc7+XuBJxw0XDrFNOk/q/Ec2iGwu56vDhw+71d2cH7kpOAA33nku7mHJxSPMH6boPXE+Iwmhr/1+H5VKBe12G/fcc48rP7CxsYHNzU232bbOlXS+1NGzTp+2Y5w++ICQOmXKsuk1rF2cRM4oeFKZpBF7ec9R3hh/Q5ZpcXER8/Pzbqd0XS3EV56DAIGinagTgFb+tkl72haibzXkNtTCyYHeL1cV2arJROpknDY3N90xGrZQ1iuKyrSDzpcwNzs7G8p3skocG+0HXsYZb8Dv9epvrI7Z8IKez/e8reHRY5Q1oTOkAIDhCbaHrC2XKxPYMNSmO6ATcDAhXD1jNX5M1lZmiLoWBIEreEnmdnV11YXmGLrjJGLDBDZcMM5w7+Vo8HvLNMXs7gMr+7VxPmbex0ZF6em4SIzVORUN3yvI5hjl3KALlIIgCIEVAK5eou+6vnGupIUmitPpYZpJr9fD+vq6W8ykOU4sTEvHXsGL79pR85AvOjKOPdKoi77X34xj4aNk39uz+D6PGlDjRH/jCzHp+Wg02cErKytYWVnB4cOHcfjwYQd4OKB0WSWFYIeGncidQEt3kafh1lU8avQY7tK8KV4TGIXDuDyc+Ur1eh07OzsuTHSc3YMAAQAASURBVLC9vY12u421tTVUq1W3oo79w/bx/pRhUqCmrxQOTA50AG4ZeT6fdyFCu+qCHrfvWccG/2DFB9JVJnVMfEJgo7lR+srz02jR+eDSZhplhu60Tfw9Q2da54khhHw+j0qlgmazia2tLbcajaxRv9/H4uKiy5taXFx05QioW2p8uZ0LV7ZypdD6+jra7TaOHTuGVquF48ePo1ar4ctf/jJOnjyJ48ePhzbGZtjfhsJ9rN6kMg5s+vrN9z6Wsyu+vh8HkuxnyhIpABp3DjuHqhOg4TrrANtQGxdCMReQ+YTdbhdra2shBpVzpK6i1YUiFvgTJCUSCTdPkAFuNBpot9s4efIkms0m7rrrLlQqFdx9990uTKcb1Y9LN1EiQN/7dM/qDcX2E1l31oxT8GSf0TQ6PhXz5PNYfTfj87js+3Ge2rjBl0gkXCiuVCphfn4+tE0CO4uDiivilFIFEMr7YcI1gRQHl62zpEhfvWBghMwBuEmD+SEESSzCV61W3SoE1mxqt9vY3t52RSy1Iqz+RYUQKL7cFu1vTTrU+1RvfhLAG8vZFZ8eRTG2Vn/GPS8fgLJjIMrI6/86vpikurCwgGw260IGZHKV/U0mk47257hkfgYwKmzHZHPNs6BHzXzGwWC0jVG9XncAjavoqtWqCx3Q6/YxTVbHVKfUS97rOan9Gpd/EcuDV/YTQfHpHsfuJOfygTN7DHBq7BI0aahN931VIRBTp1vLkGgiOI/R6AprsHHOIzlQq9Vc2Q9uscKNfckuKwi0YTk7n+n3fD+paB+rjSEA9DlC+9XBicHTOE/YyiQslX2vneUbdDqxn3POOVhcXMRDHvIQHDlyxLWPDzifz2N+ft7lLLmbTaXcCjNLWXJVDnOLuGu75lmQXep2u26Xeg3rWQ+aQGh1dRWtVgsnTpxAq9VyZQYIqvg7AhiuJrIrLLSopTXKuoRUlcPmi2nRMQCutgbbwMnDl6gag6azIzo5+ybYvfTP57FZAKQsiF7DR4PrCjA9VsPZHGO5XA4XXXQRyuUyHvKQhzjjritpWHeJXi7veXFxEfl8HqVSCfl8Hv1+H2traygUCiiXyy7HsNvtolarubxBAq4gCFxo4OTJk2g0GvjiF7+Izc1NfPnLX8b29jZarRZ2dnaQz+exsLCwy3tlci3fU1f0Vds8iaMYNWmqXupnMaA6ezJNX/scEZ+zaXVOf+vTNXtuu7KW3+vxyWTS1WUrFAq48MILHaHAHCiyxBy7fM+8RM6H1EvOc7Vaza1UU+ea+6pyTmbob21tDc1mE1/72tdQr9dx//33h/aI1DCinaesk8L7jdI5X9/69EsxgxImPvJB+3qa8bCvnCc7iKI8Ut/3Ue99TIm9Bm88n8+jXC67MgS8eSJlht64+g6AAw6amMYOI2XJ9qtBY8l9BU92I2B6zxxMtVrN7cbOcFyr1cL6+roL02nOB0sXaB/aZFVloSyw2SuJjv3H39nio76CfJOwFrEcnEzT7+qpTvrcJvneOjHjvGIuoigWi1hYWEC5XHYrfXTPKz0HDTg/46be2WzWbWNBvbP/s14Ti+rp8uhOp+PqobGOE0MLynpZh832i8/IT9OHViZhE6b9XSwPDjkdO+ljkaO+A+DmKzJOZHa5iIm6SMBChkrLD5Bt0oVPdJS0gKYPPAFwWxpxn9Rms4lKpYJ6vR6KnmjER0FS1Ge8P5/ORbHde/UtEN4oXPX+dGRi8OSjJH2N3Ess2tb/LZti47Os7XLhhRfiggsuCIUCGC7gqgOCp1KpFNp3SK8zMzOD+fl5JJNJ58nalT+NRmPX/QZB4OhOO7iYKNdoNHD//fc7pomlB3RVG/uUE4hu0WDDCIqYdem6z/ulEqhwaTm3zuBnbI+idLs0ftpnHMvpyX4MsY9tGseKWA/Ol49jj2dNGE0e5XlKpRIuuOACrKys4LLLLgst1CBryjwmhsfPOeccZDIZp98ssql5VqzwvbGx4cYwXyk8f7fbxb333otqtYrPfvazqFQquP/++91GrcoqJRKnVuixPepQMS/Dlv1QbzjqOY1j3X3snzouPs83dmAePGInb5+e6XvfXGfHgWV+gd1FVqlrPCabzWJhYQGLi4u4+OKLkclkMD8/H9quZX5+PhTB4KvNNeKc0+123R8XKXEu5DhlLiO/YxrK/fffj0ajgY2NDaezg8HAgbO9WCb93+raXqE7ZefYZ/b7fr8f0vtJyIZJZF972/kMxCSNiQJO9rOo45jDpCBJPVsCJl2JphSonk9raQCjWkuswK21oHxtVeDB/7m33vr6uhtMrALO75W1skBJ68rYPvV95qMfo0RXZWhel0957bkmOX8sZ07G6ZJP/yw7ZBkjK1HhB3uMPbd+rlQ39ZKME0MG1DF6uZqPofWe6EwQ2NPgUR+5FxbZXRpyK2ScWBuNRfpYMJMgyTeeo3TOF6Kb9vlMIjFA+vqXcSDK6mXU//pb32dkk/L5vGNqtSYT50R+xnIF/NzmG1HXut2um7+oM1wIReea7C9B1tbWlpvf2u22W02u5IfNabI6ZBkn+5mvX22fTDLvHYQTMvVquyjqflraOcqo60BTij2VSmF+ft79MS9Cw3NkgNTwNptNF25LpU5tfAqM8pPuv/9+l7zNGkj0SEl3MqRnUS1zpBqNBmq1mlttsLm56Ypesi3AKY+Be+ZpvxD9W3TOayha12v7+tdODDwfQR4T7JPJpPPiOeDp5SjAs+edZAKJ5fTE5x1No/zjwLdljqNAM8cEx6YPYAOnxvTS0hLOP/98XH755c7DI6OSTqdx9OhR5PN5HDp0KLQalgsu6N3S0B87dgzr6+uuoKWKrpZlfmGn08H6+jparZari1ar1dxGrJw0eE1lcXlOYLQFE71f6p0WnLXOi7ZLJ8hJmXkbTlCJdezBKb7nMskEr+PCB6bsb6yeMlS3uLiI888/34XItQBtsVgMrVKlI8O5lH9kkViYeXt72636tswTozBaaofpKerQaCRF5zGNnFDs91Fgygcibb9GfacJ8NR9H4NF+zat7Bs88TNroE+XnbADhtdQ1O0LbRFsES3TmGlNCrJUANzy/O3tbXS7XffKZG9ls3TVgp10ms2m2xdrdXUVnU4HlUolRHPalXP2XFGMUxRlud94LUOVCgZ1K4y9fjtucojlzMq0QIn/j5uAfc/QGnEeN+6cKvSCuYmvMk6JRMJ5v/xjbTENE2o9tCAIUK/XnTHf3NzcZXOo5zTkLAPSarVceI9lFLQiud6P2g3L1EXpVxRwssdMAnR9Tk7UtWJ5cMskzyqKeZrUKdL5j1shMfpi98TTbV10nGsqB6MmzWYTjUYD1WrVgSd1+hkiJ3jq9Xqu1E6z2dxVAieKZbJzmiUEoj6fxg7q3DzOnqkjaEHqNHo3MXjSpf12ko/yYqPE3qQPNFjglEwmXRJbo9FwDzqdTrskNT54eo+20ngiMdoxmgX5mIekVCVznXq9XigWq7FoDi7mOenyabZbyyfovesqI953FNq2qw5sH+o5ot6zvQSFuVwOQXCqiCGT3HXvM194w/7FcnBik5h9IbT9hoaiQLA15JojoMaMgJu6tLS0hG/8xm/EwsJCaHVoJpPByspKaGsVAvV6vY5+v49cLoeZmRlnpL/2ta+hWq1ifX0d1WrVgSCG4bjIgmEGMlAMJRBYAXAlSphzwXHrW7nq63v+7zP6ViZZgm6fgw88xczTg198z+R0Q0JR86kFIdx+ZWFhAYcOHUIul3O6pblNuoCCUQ/qC8cx50tukF2tVl3JHH5Xr9dDO2BoXUNtI+cz3wo5+xrldDDP0L6PAjXWNkbZQ5vDq3tlRoUUJ5WJwZOlpaNugrJXQ3wo0Wc89Lw0jgRJLBuwubnpkteazWZofx6u+CkUCqHBSfDEjQnJODGcxxVxPN5SfgwL8lUHBycQm/SmRjaKTdLJyv7v+532jc8o07Pn/2yX7mfn24DZtjuRCNcpiQHUwYp9jpMeb2UcrT3uO58uaps41tPptMtz4tjX2jN2I1GCdgJ5Mk4MnTNnqdFouLFbq9VcWK5Wq4VyEumwsI1qyC0zbXUEGA+KJjGo0wInPTf7MpYHr0zKSJwJADWOLaE9JinA3TUYTeFqOs4VdgW37iMHnAJP1KdqterqojG/sNVqoVqthqITuuIcGBEpUblNe4ESn+6dCYfBnoPtinJG9ytT1XlSissyED4j4OsU6+nyM3ssJ2vSjYPBwC057nQ6yOfzbtJn3JYomQBhbm7OJdQVi0V3LdaoGA6HLomb4Inn0do22ibfveteWIlEYhc75/NwLfLlsT7QpEBmHPuk7fLVjqFXkE6nd7FOnBCBUTE13/3vB6HHMr342L5JDPR+2F/fK0X3m+T+kKxFxn2wFhcXUSgUXPju8OHDjinu9XquXgx1ioBnbW0NANwmoaurqw44tVotbG5uOsZJ2V22M5FIOIbMrtzh3o/UZd2lnWOb+8bZTbSB3YbV5xnv1adR4tNh65XHOnZ2ZBp98ZEHk5zLZ6fHvfry4Dj+uGCK5QlICtApOXnypCMV7HYk1MHBYODK6Gxvb7u0E+oh9dWmc3D+0MgEHRZ9Tx2z0RLqjM7vdGx0vtHv2X7bH9qucbrIeRkY1Xni5/zTxVTT6N1plSqIGhS+3+41SKOYE70W8xyCIAjVkuDySAo7ZW5uDr1eD3Nzc25vH4IxJsMRkRM80Su2CW78Lf8sw8TJhYNG78mG4pQ21D6KAk7a/z6x5/L1rfYNz6VlCtQo2IlaX2PwdHblIJiJSYCTZS5tWImgg0mszLXQ8iCs5M1QGx0WCoEZi+nRkNMZ2trawurqqnOK2B7VDzWCbJfqooI/LTFAHeTqPgtofGNc+2Fa79XH5O3nmFgeOIkaF76oi09vo/TLHmPtr441JQZ0OyKmkVQqlRAAss43nWXWIuSKVKa+cNWdDXfpeQiW+HlU3pKdz6l3moMY1c88DxCe32x/TcL86nxsCQF7zWlkYvCk25DwYjRK45C4jy6zDebvtRy8fs7qwUEQuCRRepXaDr0O8yGYt+RLPOWg4zWDYFRhmAbZbluiYQC2OWow2YGrxSn1WAtIfKsPxvWxLyxIYXiOCsdjGfrg93s9P+uBxHLwouPZGl6rW3r8JOf0XUNfrZ7YOlAMjTMEDJxaeTcYDFyl4X/7t39zpQYIgBKJhEssZ14Gd1pnHiNX0JEVZniQ7VKd55jWivoETerIqD4Bu1erWmDIc/E3Pm/Y15+TGHPrjUc5KrE8cDIOHPuAje+3k773gSS+VwYFgIuOrK+vY3Z21tUnZFmckydPulQS3TSbcxTDeSzNw1f+BUHgdEojJjqX6Qpwbe+4sTtuPOt9W7bJ6t20ovhE9Vmdr2kdIcrUq+2sQd+LiZgUbUeBLIuambimA0u3SFHkrtSjz2MFdncocyZ83iy9ba4oIormIPOFudRYaxt5jL1H+7tJmZ4o6lILciqbpsU97c704wBv1GexHIyMA0dRnvAk59L34561Hmv1iONelwL3ej1sb29jY2MDd955pwNC1MOZmRksLi66zYX7/b7bOLRer7t6MdxHyzJJpNk1PK9t4T3Q4dEK5pRxLC0QPWHqdxZE6WeTnHPcc4uB09mXqLE/KdtkPxsHrva6pn5vxx2jJfV63a1cbbVabgPstbU1B4SUKeW8RntPBoqLNfi5FtD0rVKNcvjtfes9+HTP168WRE1y7F7X12va3F5fMehpdG9i8KS5Bio+yts2xlJ4UaLeoRprfmfzfmyegK8NvvPoq27LoswS35MWVXbMhtfUkOp9KnLXneCjjLftI33vY5dUQaPYJ4bltJYUQRXj4pYm5rljkPTAic9Q+RwWTQKl+J7nXteKYl+s7hKoMG9wc3MTX/3qV5HNZnHs2DG3HVG9Xse9994b2s6I11hbW3N6w5VyZEA5HtWAW09RvV8bRlOv2LZdGWaf0fSBn3HeMPtf+z2qf6PEPtNJbWUsZ1ai+nuS5zDOTk5rR+38pKwvw3KMGvAYfk4gpeUDLHNFsaQCV5/SyfbNt3ZsRr0q22P7z6YAWCdEbdG4BVZR/eab5xWIcU635YcmIYKsTLXaTh+kRZPq8dmbUiZnGo/LGiYLPCwLpOeIOpevc32TRhTzQ8NNlK5t0/tVYMVr6lJR32Cwg2+ayU/vjcLnNRgM3MoMDiYtu79f2jKWg5Eoo2QdCR3Tvmc3LYCK+lzHqnqDrPmyurqKVCqF1dVVNJtNnDhxwoXhpqHbLThSVtcyxr58RAs2fUBEWTYLrHwGPepzn/iYh6j75PFqt6LyHGO9PHvi62ufc+L7f69z7nWsvQ51nIBiZ2fHFXHWBVLcyD4Igl2gSaMwdLIJkCwJ4NMdtitqnrSO1X6Bvy1NYK+zl+5RfGSLijpk+pv9EAUTg6fnPve5rkYL8460PhILaNGD1Abpw/M1lB1uJ3GfMdLj9Lz2GN9A1HPu5eX5DJe2yz4Y33k4IKZ58D6kzHP5jt9L6IVwdRQ/I2W73/PGcnBCHeGz0+J2vslVf6f5eTzG6tFe4TsgDFZ8AIJ6vr297fIKU6kUdnZ2XHXvacGAZZeiQJDVyUn+rExi4H2OoH6+lz7reYbDYaigoWXMtAq6PkNduRvLmRfbt5P0tU+Hos4xiS2NiorwfwUVdHptmRnfmPS1w86RFkD55tAo/fMBp2nEOne+1XX2PvZaHKXPxuoYdUn7i58fKPP01Kc+FYPBAGtra2i3287LXFtbQ7PZxNbWFpLJZKjCN8UCKbtpLW+SHWNjrfydFR8TNs5g6jl1wOj57HWjQNg4gGZlr9UFKj4A5WvHXrF0Hq+xbN06Q0FuLA8uoUOgJTPsWPWNbw1JTTqxU6xTE3UeHVcM/dZqNQd42O5EIrFrIcVeYEaBk2VtowCYPW+U9zxO9jL8URPTJGGFRGK04o9gSNMNmDfJP3UwLdsWy5mXqOc+bt7h91EsCWVa4GQjGPpedUtzeWkbOMf4FkioHvjaHDXOxoEnvVerP5NEMsax4r5FGdOAmqh53YIpnpd6Ny34mxg8HTlyBEEQYHl52dGE9DJpQLU6KRNFuWqG1bu5FJI1WyzQ4s1ZVonf6asaGP18nESh+6jfj2OYfDFhK3uBoHHH7YWygckVlMtaeS0tknk6dGssZ17m5uZCW/rYZ2MZXB9Y2IuK9n1nDYs6Jnq+ZPLUwgp6bNZYapL2OPBk22Dv1afb4zzgaScvHj+pjk4qUU5VEAS7WPkoIGn334vl7IplY/cCSuOOneQ4Dc9FjQmKBRVKOFjdsHOU77w+XY1qt9oI1R/ftaLuZS+WTI/z6UBUKoBe39efNvVodnbWrea1WGMSmRg8HT16FMlk0m2pwOWMjLlyj6nt7W00Gg1sbW2hWq2iUqlge3sbtVoNlUrFsVTcZoWZ/wqWtJiehvs0kc3mYez14O3nvkG216BV8U1q6k2qRK3MsUjYB5ZsLNjn8eixvpAMwZMN22lxzHHGIJazK1RqWyUbCBsmC55OJ45vx5X9rY4t3YZBQwfKrvA3ev4ogG7vg/9bFtq2d9x7ZXAn+a1P9/YDXHx2SO2CJsVHAahE4lTxzxg4nX2Jsp/6nQXtewGtva4XdbxPx/Vz1fuoldy+Ma3X84XWfc6NAid7Dh+IinKQ9DeThOB8KSxR57Xn8z1LLX7NFb+cX6e1mVMnjPd6PWc0FbGxcvXCwgLy+TzK5TK63a5jn1glmGXfufO5FtHTKt/6OQtZ6g0qO6WVh9nJ9k8ri/J+FKFOgmb1lWKR7bRi0fle+U6aQ7XXeTV3ggrG/lLwtB+vPZaDEx/rqmIXPyj43q8h1+PVAI8DbZpvwVdNcrWin1kP1tdOGjuf2HONY6bsb6ImAqtXdmKJSiT3/TbqPDzO7jRvDfd+JuJYphf73Hz9Pg4A+CbdSaMBUdex9tgHtO33yrTY733XHfde70vvNer6ts1R+m/P5ZNJojkqyrjxt5ZM0RpwGuliNMbq5qQy1cbAtkHaSBaLLJVKrlG63JiTNmtUsIJwq9XC+vo6Op0ONjY23F513W4Xa2trrgoqNwnlObRGBXd+tvkhTGK1hSx5DzxODWHU4LPsjI85ivqdvaYV+/sotM3rjhPfRMR+YB0eAicCTov+Y4P9wIqCETsereOgjKw15JNOwOMmbc1lAkYGSJkdS4er8RzHEPn+93nYvnb6jLnVL+p3lM5ZXbF9rUDH9/kkYhlytUvKKGr/6b3HuniwEuWIKLujwjGjbEUUAIuSaYCZHucDR1bnopx7axcs+Bqnd3o9+3/UMVHHRbFH2oao+9B2qS5xVa4SIUoyUMfI+vLzTCYTCtvZNu0lE4MnK+OQLelpDjI7CXAvuGQyiZ2dHZRKJezs7ODIkSOhPKqtrS0HnpgrRWaKK/xYip5bt3B3desV83/dpgUYgSJbN8YOFh8l6fvMyrjkN184TyelSRJFowao3a9O0bWu1IjzKh58Ms7r07FoAYQa8v080yhvOGrxh22fFp2z7E7Ub634QJRt3yTHT+Ip79WGqPNM07d6rDow3Ji82+2GVuDRXkZNhrGcWRkHZPYC3dZpiALjk4Ape4zVuSgdtGCObfYxtgpMFIzY82kCud6DzqU6Z6rzxrbbMD9BjmVa9ZzaTh/j7es3/d8HCHldLevAuVUJnqjnME6m2ttO2Rr7HS+uSyn1eO3kbDaLQqGAlZWVXawQAU6/30e9Xne7rXe7XbdvD/OrmJxer9dRr9ddlWJuCdHtdtFoNFwIcDAYhLaKAEYGn4BOt2bhRKX3bo2ahjDHGbpJ2SSbF+X7POr5qPBZqKebSCRcjhlZPH2esZf74BDfQglLRduwM+Cn989EW7QdKtYBsZ/b8eQzcOPEZ8Dt7/YCR8qS+b4fB8j4vfbpfgANbWIul0Mmk0Gr1UKz2UQul0O73UY6nUYul3N6SucmkRhtfBzLwUiUs+GziQoO7Pjib6LABsVnb+1xnDuV9fWx0bym6h9JAzrPBFEELrOzs27OCoIgtL8pN9AmqOC2aBo14rmTyVObFM/MzCCbzYbumVEgjnvufenbCYTntvUGFcDp81Hwp89Fw5b6LPl7TVXhYpx0Ou3KrFh2bhKZemPgaURZFJv4aQcZr6EDkXtnzc/PY2dnB9ls1jFOLBhGgEQg1Ww2XX5Vr9dDs9lEt9t175lnxQ2AfQwVgBC9x/bogPYlrVuA45vwfPkSevx+RVG+3ovdh8gO1Fge/BLleVrvjYbIGoJx3rXvc8sWjfOCfYDChjH2y6D4DKVt417Mk/1O2xsFqKLORf20+ZP2Nep+M5kM0um02/h4YWEBCwsLkROt3mcsByt76UWUPvG5acTCOjD23HausEwNf0emUq8fBZ5sWoouSmD7eJxeX8PwnJ8IcvScBGLqlPP7TCaz634UuNnQP8kRAjHtM2uHOP6jmCVeb9zcaUPjxCOad+hLwdlLpgrb+ZQ4ymDpex8rMxwOXc5Nr9dzn+sg5U7txWLRMVf6EMietNvtUBkEgqNer+eAFkHU9va2y6/i6kC+t7tSMz+InU3PkMjcbu1imTZVKKXkFUCdjmFUZdXq5ezfIAhC27Kwz5iAr222E2YsD5zY8aRGKyrXDoADTzwHsNv4R7FCVjhm9gLaFphYcHUmZRwIigIwttyDXbGr3+nnFJ3A9JV5FolEwnnzNjzB8/Ec/KNtyuVyKJVKqFarOHbsGHZ2dnYxXbEunj2xoIifWb1RIMNjuaE8MHKUfU5LIpFwpADHGSd0+xuCbQUfvhqJZIF0rOqcq+ckA6RMkA/IacRCNwr2tYXn4DnZZo5/nXvr9Tqq1SpqtRqAU3O/r51RTkMUuOJ7HwNFZ0f3cqX+8pVO5zTz8b6YJx9IOh0QMI1x1s805JZIJNyDZjI5X5lj0Ov1UCwW0e12USqV0O12Ua1W0ev1sLKygl6v5/Kr+MpcKh3cVsl8FaBpRNlORce+Vyqcvh8n9nsL1DiQbGIq2+wLDfFZxJ7uAyvWW+Q4UqPm00Efw6vf89z63se2KPDX432MjXUW9Jx2nPN/PYeOTR9Fbz9Xg2j/t+dSPYxijpVN8p2DkwYwql+ljhTtDq+jx+m5Na+Ji1xY9f++++7DyZMnQ/2ttiOWgxPrTNhXfdaWrVBngcBFx4/OFWrbydTYjWntPMjxYc8JhPWRLBFf2W5eT/WJzJPejz2Ox+r4t3rAtkTpJDCKctABI+mg/WSvOamzEMVIjRNl29TGMlQ+7bw3NfNkDdykv5vkM8AfYmB+El+tcEBms9ldD4SdRNTZ6XTcK9kvvu/3+y68t729jVar5VYEViqVEGpuNBohgKV5VJZK5WDzecsKAjV5zfbzOGrSNwGSpWB9JyqKbstikbsOXl/4IJazIwS3NJ6s+UPmkuMkiolRA2sZFh1rAEKGzAdI+MrNNHW/OQV4NldCa8FpvkUikXCf83w83t6XblaqbbSOiQIZS8Pb+7C/02N979kOq7tqCy24m8S2AXDpBP/4j/+IO++8M2QntO9iZ+bgRDet9jGz2WwWmUzGleAplUool8tIp9PIZrNOV7WKPJ8dc4IIaPQaCmQUVLDatYqOAwUyCtg5Rqy+8BpsE8WOU56P0Z4opk3PlclkAIzmGkZ5WIpoc3PTbd/W7/d3MbBsv7JFek3KuNCdHq9RHY2s0E4pA0U8AJxi+PS3k8qB5jxNK76GT3IzPvCgiWmciPgZJyANhRBE5fN57OzsIJPJoNPpoFAooNVqYX5+Hs1m0yWnEzx1Oh23zx9BlNK5bIPGjPWh20FhE9C1331eu+0D7TeN7SoI89V32svoj/OQYjmzcv755zvmtNPpOCPM52ZBtmU5KD6mJQpMENhYJka/V89br0Gjrt4vjayCDw1z6eRhwwI6ESgjxM+0XXpf+r2PUYoCSKpXeqzve/a53rv1nn2ikxDPx81ctSAmDfheQCyWMyPZbDYEpi1IKZVKyGQymJ+fd+CpUCggk8kgl8uFzsUJW3OGVA+sc6PAX4EO/xRo2fGovwGicwCpWwqefI6xht4YflRQwvmLfUOnBwjnTc3MzLgdRCzLZB0Wzcdlu31t881t4773ieq1hkmBUSmfafXttMJ29sajLm49tjMtSo2yQ6JYKnp3rLZt28OBwMlLVw0QeHBSY4J6rVZzldPb7TY2Nzcd8u50Om61YK1WczWp7CoNnxG3fWfzKjiQ9b44yNlmpX6DIHD5YASQOhnaATyOfYoB1MHJy172MvT7fZw4cQI7Ozsol8shb5BMjZ3s7ZJ3+72PVVGGxvc9sFuvraG2x9jXSf+PYlajzj/uGG2rPbc9Jspm6TkmAUhREqUrCgJ1dZ06XbqyK5YzLxdddBGSySSWl5eRTqexuLiIbDaLhYUFZLNZ5HI5zM3NOQaYr/zjynFlUZgny1AQQUShUAht9EwbrVECrl5Lp9OhqAlTR3hOMrVc6cb5xG4YzPFFm2FX7XFes3MMEM5hVKc7akEI+4BtI1utf/o573c/Y9zHjGl71QlhG2kDuMKO90EGzcf6jZOp6zyNM1yTHntQMg1LZSl3inb67OxsCJABowHP5PRsNusAynB4auf0breLmZkZNJtNxxRoQpqPItYVh3aS4KRmz6Gv4/pCJ8K9ruXrKw0D6f+xHIzMz8+7yvo7OzuYn58PgX0yPDqG6T1ZcB0FmvQ7IBy+s+BJxXrDByWWneW9jzt2nB6cTlunGfdRx40DUAC8OhnLwQsn8Uwmg0wm41ilcrmMXC6HXC7nksE56fP/ubk55HI5FItFBxp0z1YuiCJ44nHUOQIdHk8dzOfzyGQyzlZrgWgtY+ADT9zqTAsgKwNloyBaWFptBX9LIGLzfX0Ots/ht2SAjyDgbw7aIbdzvXWsptW7RBBTCLHEEkssscQSSywTy/4LC8USSyyxxBJLLLH8PygxeIolllhiiSWWWGKZQmLwFEssscQSSyyxxDKFxOApllhiiSWWWGKJZQr5Dwue7r77biQSCfzu7/7uWb/2xz/+cSQSCXz84x8/69eOJRaVf/qnf8K3f/u3I5/PI5FI4LOf/Sze9KY3PSArun73d38XiUQCd99999jjHqj2xRLL2RbfXHH99dfjoosuesDaZGXS+WxS/f6PIlOXKogllli+PmRnZwcveMELkMlk8Ku/+qvI5XK48MILH+hmxRJLLAcgb3nLW3DZZZfhmmuueaCb8v+E/IctVRAEAbrdbqiy+NkSFtm0JfFjieVsyh133IGHP/zh+M3f/E18//d/v/uchV5ZHO5sye/+7u/ipS99Ke66666xnvUD1b5YYjnb8vGPfxxPfvKTcfvtt+NJT3oSALi6T6ztNqkUCgU8//nPP+PRFl8bfcIaV9xr9j+6/IdlnhKJxANmfHXfn1hieaBkbW0NwKmimyq6+/qDUR7s7YslFjrIB2HnueXK15vYrZv+o8sZo0WYp/Dv//7veNGLXoRyuYyVlRW84Q1vQBAEuO+++/Dc5z4XpVIJhw8fxi//8i/vOsfa2hpe/vKX45xzzkEmk8GjH/1ovPvd73bf7+zsYHFxES996Ut3/bZWqyGTyeB1r3sdAH/O0/XXX49CoYBjx47hmmuuQaFQwMrKCl73ute5TQIpm5ubePGLX4xSqYT5+Xlcd911+NznPjdRHpUvRvykJz0Jj3zkI/H5z38eV111FXK5HC655BK8//3vBwB84hOfwGMf+1hks1k87GEPw8c+9rHQOe+55x780A/9EB72sIchm81iaWkJL3jBC7zxZV4jm83ivPPOw5vf/Ga8613v8sajP/KRj+AJT3gC8vk8isUinvWsZ+FLX/rS2PuL5cEv119/Pa666ioAwAte8AIkEgnnNdqcIo6N3/md3wmd4y1veQsSiQQ+/OEPu8/uuOMOPP/5z8fi4iIymQy+5Vu+BR/60Id2Xf9LX/oSnvKUp4TGoN3WIUp8OU+JRAKvfvWr8b73vQ+XXXYZstksrrzySnzhC18AANxyyy245JJLkMlk8KQnPWnXOP/kJz+JF7zgBbjggguQTqdx/vnn40d/9EfRbrd3XZ/XyGQyeOQjH4k/+ZM/8eahDIdD3HjjjXjEIx6BTCaDc845Bz/wAz+A7e3tie4zlgdWOM7uuOMOvPCFL0SpVMLS0hJe+9rXotPphI7l+Pv93/99POIRj0A6ncZf/uVfAgCOHTuGl73sZTjnnHOQTqfxiEc8YpcuAcD999+Pa665Bvl8HocOHcKP/uiPotvt7jouaqz92q/9Gi6//HJkMhmsrKzgGc94Bv75n//Zta/ZbOLd7363q959/fXXu9+f6Tb6xJfzdNFFF+HZz342Pv7xj+NbvuVbkM1mcfnll7u58YMf/KC7pyuuuAKf+cxnQuf8/Oc/j+uvvx4PechDkMlkcPjwYbzsZS/D5ubmruvzGplMBhdffDFuueWWyPzJ97znPbjiiiuQzWaxuLiIa6+9Fvfdd99E9+kkOEPyxje+MQAQPOYxjwm+93u/N3jHO94RPOtZzwoABL/yK78SPOxhDwt+8Ad/MHjHO94RPO5xjwsABJ/4xCfc71utVvDwhz88mJ2dDX70R380+PVf//XgCU94QgAguPHGG91xL3vZy4L5+fmg2+2Grv/ud787ABD80z/9UxAEQXDXXXcFAIJ3vetd7pjrrrsuyGQywSMe8YjgZS97WfDOd74zeN7znhcACN7xjne44waDQXDllVcGMzMzwatf/erg5ptvDp7+9KcHj370o3ed0ye33357ACC4/fbb3WdXXXVVcPTo0eD8888PfvzHfzy46aabgssuuyyYmZkJ3vve9waHDx8O3vSmNwU33nhjcO655wblcjmo1Wru9+973/uCRz/60cHP/MzPBLfeemvwUz/1U8HCwkJw4YUXBs1m0x13//33B4uLi8HS0lJwww03BL/0S78UXHrppa7td911lzv2937v94JEIhE84xnPCG666abgF37hF4KLLroomJ+fDx0Xy9effOpTnwp+6qd+KgAQ/PAP/3Bw2223BX/9138dBMFIV1We/exnB+VyObj33nuDIAiCz3/+88Hc3Fzw8pe/3B3zxS9+MSiXy8Fll10W/MIv/EJw8803B0984hODRCIRfPCDH3THnThxIlhZWQkWFhaCN73pTcEv/uIvBg996EODRz3qUbvGoE987QMQPOpRjwrOP//84G1ve1vwtre9LSiXy8EFF1wQ3HzzzcFll10W/PIv/3Lw0z/908Hc3Fzw5Cc/OfT717zmNcEzn/nM4C1veUtwyy23BC9/+cuDmZmZ4PnPf37ouD//8z8PEolE8KhHPSr4lV/5leANb3hDsLCwEDzykY8MLrzwwtCx3//93x+kUqngFa94RfAbv/EbwU/8xE8E+Xw++E//6T8FvV5v7D3G8sALx9nll18efOd3fmdw8803By960YsCAMGLX/zi0LEAgoc//OHByspKcMMNNwRvf/vbg8985jPB6upqcN555wXnn39+8LM/+7PBO9/5zuA5z3lOACD41V/9Vff7VqsVfOM3fmOQyWSC17/+9cGNN94YXHHFFU4ndK647rrrdo2166+/PgAQfMd3fEdw4403Br/0S78UPPe5zw1uuummIAiC4LbbbgvS6XTwhCc8IbjtttuC2267LfjUpz4VBEFwIG30ybve9a5d+n3hhRcGD3vYw4IjR44Eb3rTm4Jf/dVfDc4999ygUCgE73nPe4ILLrggpM+XXHJJMBgM3O9/6Zd+KXjCE54Q/OzP/mxw6623Bq997WuDbDYbfOu3fmswHA7dcf/6r/8apNPp4KKLLgre9ra3BT//8z8fHD161M17Km9+85uDRCIRfM/3fE/wjne8I7jhhhuC5eXl4KKLLgq2t7fH3qPKGQdPr3zlK91n/X4/OO+884JEIhG87W1vc59vb28H2Ww2uO6669xnN954YwAgeM973uM+6/V6wZVXXhkUCgUHJP7qr/4qABD82Z/9Wej6z3zmM4OHPOQh7n0UeAIQ/OzP/mzot9/0Td8UXHHFFe79Bz7wgV2gbTAYBE95ylNOCzwBCP7gD/7AfXbHHXcEAIJkMhn8wz/8g/uc96jXabVau67z6U9/OgAQ/N7v/Z777DWveU2QSCSCz3zmM+6zzc3NYHFxMTSw6/V6MD8/H7ziFa8InXN1dTUol8u7Po/l6084Dt/3vveFPveBkxMnTgSLi4vB05/+9KDb7Qbf9E3fFFxwwQVBtVp1xzz1qU8NLr/88qDT6bjPhsNh8O3f/u3BQx/6UPfZj/zIjwQAgn/8x390n62trQXlcvm0wFM6nQ799pZbbgkABIcPHw45Gj/5kz+56zo+/XnrW98aJBKJ4J577nGfXX755cF5550X1Ot199nHP/7xAEBoQvvkJz8ZAAh+//d/P3TOv/zLv/R+HsuDTzjOnvOc54Q+/6Ef+qEAQPC5z33OfUY7/aUvfSl07Mtf/vLgyJEjwcbGRujza6+9NiiXy27ccX774z/+Y3dMs9kMLrnkkj3B09/+7d86J8iKAoh8Ph+aUw+yjT6JAk8AHJALgtH8ls1mQ7pHfdbr+PT2D//wDwMAwf/+3//bffad3/mdQS6XC44dO+Y+u/POO4NUKhWyJXfffXcwMzMT/PzP/3zonF/4wheCVCq16/NxcsazmTUxdWZmBt/yLd+CIAjw8pe/3H0+Pz+Phz3sYfja177mPvvwhz+Mw4cP43u/93vdZ7Ozs/jhH/5hNBoNfOITnwAAPOUpT8Hy8jL+6I/+yB23vb2Nj370o/ie7/meidr4X//rfw29f8ITnhBqy1/+5V9idnYWr3jFK9xnyWQSr3rVqyY6f5QUCgVce+217v3DHvYwzM/P4+EPfzge+9jHus/5v7aJG0ACp8KXm5ubuOSSSzA/P49//dd/DbX9yiuvxGMe8xj32eLiIv7Lf/kvobZ89KMfRaVSwfd+7/diY2PD/c3MzOCxj30sbr/99tO611i+vuTw4cN4+9vfjo9+9KN4whOegM9+9rP4nd/5HZRKJQDA1tYW/vZv/xYvfOELUa/X3XjZ3NzE1VdfjTvvvBPHjh0DcEqXv+3bvg3f+q3f6s6/srKyawxOK0996lND4QzqyfOe9zwUi8Vdn0fpT7PZxMbGBr79278dQRC4UMHx48fxhS98AS95yUtQKBTc8VdddRUuv/zyUFve9773oVwu4+lPf3pIf6644goUCoVYf76OxNr117zmNQAQClcDp8bBZZdd5t4HQYAPfOAD+M7v/E4EQRAaB1dffTWq1aqzzR/+8Idx5MgRPP/5z3e/z+VyeOUrX7ln+z7wgQ8gkUjgjW98467vJtmo+my0cZxcdtlluPLKK9176udTnvIUXHDBBbs+j9LbTqeDjY0NfNu3fRsAuHYPBgN87GMfwzXXXIOjR4+64y+55BJ8x3d8R6gtH/zgBzEcDvHCF74w1BeHDx/GQx/60Kn09oxnZWpnAEC5XEYmk8Hy8vKuzzVuec899+ChD33ortVpD3/4w933wKlk0uc973n4gz/4A3S7XaTTaXzwgx/Ezs7OROCJ8WKVhYWFUJ7CPffcgyNHjiCXy4WOu+SSS/Y8/zg577zzdg32crmM888/f9dnAEJtarfbeOtb34p3vetdOHbsWGgH6mq1Gmq7DtSott95550ATg1gn3DSjOX/Hbn22mvxnve8B3/xF3+BV77ylXjqU5/qvvvKV76CIAjwhje8AW94wxu8v19bW8O5556Le+65J+QMUB72sIedVvt8tgXARPpz77334md+5mfwoQ99aFdOEvWHNsan55dccknISbnzzjtRrVZx6NAhb1uZrB/Lg18e+tCHht5ffPHFSCaTu/LmvuEbviH0fn19HZVKBbfeeituvfVW77k5Du655x5ccsklu+z/JDrx1a9+FUePHsXi4uKex1o5W20cJ6ejt1tbW7jhhhvw3ve+d5dOUW/X1tbQbrcj9VblzjvvRBAEu545ZZpk/TMOnnzZ9lEZ+AoAppFrr70Wt9xyCz7ykY/gmmuuwR//8R/j0ksvxaMf/eh9te9sSdS1J+mf17zmNXjXu96FH/mRH8GVV16JcrmMRCKBa6+9duJEXBX+5rbbbsPhw4d3fR+vdvp/TzY3N10C6pe//GUMh0PnzHC8vO51r8PVV1/t/f3pOhd7yX71ZzAY4OlPfzq2trbwEz/xE7j00kuRz+dx7NgxXH/99fvWn0OHDuH3f//3vd9bBy2Wrx+JYnOUBQFGOvGiF70I1113nfc3j3rUo85s46aUB0MbT2fee+ELX4hPfepT+PEf/3E85jGPQaFQwHA4xDOe8Yx9620ikcBHPvIR7/WVcd5LHjQz5IUXXojPf/7zIYMNnFrdw+8pT3ziE3HkyBH80R/9ER7/+Mfjb//2b/E//sf/OKNtuf3229FqtULs01e+8pUzdo1p5f3vfz+uu+660CrFTqeDSqUSOu7CCy/0ttN+dvHFFwMADh06hKc97WlnvsGxfN3Jq171KtTrdbz1rW/FT/7kT+LGG2/Ef/tv/w0A8JCHPATAKc9sr/Fy4YUXOmZT5d/+7d/OfKMnkC984Qv493//d7z73e/GS17yEvf5Rz/60dBxtDGT6s/HPvYxPO5xj9s1qcby9SV33nlniFX6yle+guFwuGeV75WVFRSLRQwGg4l04otf/CKCIAiBs0l04uKLL8Zf/dVfYWtrayz75AN9Z6uNByHb29v4m7/5G9xwww34mZ/5Gfe5tS2HDh1CJpOZWG+DIMA3fMM34Bu/8RtPq30PmgqOz3zmM7G6uhrKZer3+7jppptQKBTcsmvgVP7R85//fPzZn/0ZbrvtNvT7/YnznSaRq6++Gjs7O/jN3/xN99lwOMTb3/72M3aNaWVmZmYXU3fTTTftKrFw9dVX49Of/jQ++9nPus+2trZ2echXX301SqUS3vKWt2BnZ2fX9dbX189c42N50Mv73/9+/NEf/RHe9ra34b//9/+Oa6+9Fj/90z+Nf//3fwdwykA96UlPwi233IITJ07s+r2Ol2c+85n4h3/4B/yf//N/Qt9HsTQHLfQwVX+CIMCv/dqvhY47evQoHvnIR+L3fu/30Gg03Oef+MQnXEkEygtf+EIMBgP83M/93K7r9fv9XU5NLA9esXb9pptuAoBd+TJWZmZm8LznPQ8f+MAH8MUvfnHX91Ynjh8/7krTAECr1YoMpak873nPQxAEuOGGG3Z9p2M6n8/vGndnq40HIT69BYAbb7xx13FPe9rT8Kd/+qc4fvy4+/wrX/kKPvKRj4SO/e7v/m7MzMzghhtu2HXeIAi8JRCi5EHDPL3yla/ELbfcguuvvx7/8i//gosuugjvf//78fd///e48cYbQwmhAPA93/M9uOmmm/DGN74Rl19+ucuNOhNyzTXX4Fu/9VvxYz/2Y/jKV76CSy+9FB/60IewtbUFYO8kvYOQZz/72bjttttQLpdx2WWX4dOf/jQ+9rGPYWlpKXTc61//erznPe/B05/+dLzmNa9BPp/Hb/3Wb+GCCy7A1taWa3upVMI73/lOvPjFL8Y3f/M349prr8XKygruvfde/MVf/AUe97jH4eabbz7r9xnL2Ze1tTX84A/+IJ785Cfj1a9+NQDg5ptvxu23347rr78ef/d3f4dkMom3v/3tePzjH4/LL78cr3jFK/CQhzwEJ0+exKc//Wncf//9+NznPgfg1Bi87bbb8IxnPAOvfe1rkc/nceuttzp2+WzLpZdeiosvvhive93rcOzYMZRKJXzgAx/w1mN6y1veguc+97l43OMeh5e+9KXY3t7GzTffjEc+8pEhQHXVVVfhB37gB/DWt74Vn/3sZ/Gf//N/xuzsLO688068733vw6/92q+FEm9jefDKXXfdhec85zl4xjOegU9/+tN4z3veg+/7vu+bKA3kbW97G26//XY89rGPxSte8Qpcdtll2Nrawr/+67/iYx/7mJszXvGKV+Dmm2/GS17yEvzLv/wLjhw5gttuu21XXq1PnvzkJ+PFL34xfv3Xfx133nmnC1l98pOfDOnsFVdcgY997GP4lV/5FRw9ehTf8A3fgMc+9rFnpY0HIaVSCU984hPxP//n/8TOzg7OPfdc/PVf/zXuuuuuXce+6U1vwl//9V/jcY97HH7wB38Qg8HA6a0SCRdffDHe/OY34yd/8idx991345prrkGxWMRdd92FP/mTP8ErX/lKVytyT5l4Xd4ewmWf6+vroc+vu+66IJ/P7zr+qquuCh7xiEeEPjt58mTw0pe+NFheXg7m5uaCyy+/PLIswHA4DM4///wAQPDmN7951/dRpQp8bfEtjV5fXw++7/u+LygWi0G5XA6uv/764O///u8DAMF73/veqG4IgiC6VIG93yA4tZTzWc961q7PAQSvetWr3Pvt7W3XN4VCIbj66quDO+64I7jwwgt3LU/9zGc+EzzhCU8I0ul0cN555wVvfetbg1//9V8PAASrq6u72nr11VcH5XI5yGQywcUXXxxcf/31wT//8z+PvcdYHvwyaamC7/7u7w6KxWJw9913h477X//rfwUAgl/4hV9wn331q18NXvKSlwSHDx8OZmdng3PPPTd49rOfHbz//e8P/fbzn/98cNVVVwWZTCY499xzg5/7uZ8Lfvu3f/u0ShWoPgTBSMd/8Rd/cc/7/vKXvxw87WlPCwqFQrC8vBy84hWvCD73uc95S4+8973vDS699NIgnU4Hj3zkI4MPfehDwfOe97zg0ksv3dXWW2+9NbjiiiuCbDYbFIvF4PLLLw9e//rXB8ePHx97j7E88MJx9uUvfzl4/vOfHxSLxWBhYSF49atfHbTb7dCxvvFHOXnyZPCqV70qOP/884PZ2dng8OHDwVOf+tTg1ltvDR13zz33BM95znOCXC4XLC8vB6997WtdaYu96jz1+/3gF3/xF4NLL700mJubC1ZWVoLv+I7vCP7lX/7FHXPHHXcET3ziE4NsNhsACM0LZ7qNPokqVTDJ/BYEfn2+//77g+/6ru8K5ufng3K5HLzgBS8Ijh8/HgAI3vjGN4Z+/zd/8zfBN33TNwVzc3PBxRdfHPzWb/1W8GM/9mNBJpPZdf0PfOADweMf//ggn88H+Xw+uPTSS4NXvepVwb/927+NvUeV/7B72x2E/Omf/im+67u+C3/3d3+Hxz3ucQ90c6aSH/mRH8Ett9yCRqPx/1QJ/VhiORPymMc8BisrK7vypGL5+pU3velNuOGGG7C+vr5rNXgs/zHkmmuuwZe+9CVvDubpyoMm5+nBJnbbhsFggJtuugmlUgnf/M3f/AC1ajKxbd/c3MRtt92Gxz/+8TFwiiWWMbKzs4N+vx/67OMf/zg+97nPjd0UNZZYYnlgxc57d955Jz784Q8fmN4+aHKeHmzymte8Bu12G1deeSW63S4++MEP4lOf+hTe8pa3POhX11x55ZV40pOehIc//OE4efIkfvu3fxu1Wi2yPk8sscRySo4dO4anPe1peNGLXoSjR4/ijjvuwG/8xm/g8OHDu4rrxhJLLA8eechDHuL2wbvnnnvwzne+E3Nzc3j9619/INeLwVOEPOUpT8Ev//Iv48///M/R6XRwySWX4KabbnLJeQ9meeYzn4n3v//9uPXWW5FIJPDN3/zN+O3f/m088YlPfKCbFkssD2pZWFjAFVdcgd/6rd/C+vo68vk8nvWsZ+Ftb3vbrsUZscQSy4NHnvGMZ+AP//APsbq6inQ6jSuvvBJvectbIgtinq7EOU+xxBJLLLHEEkssU0ic8xRLLLHEEkssscQyhcTgKZZYYoklllhiiWUKicFTLLHEEkssscQSyxQyccL4kSNHAIyqa3P/uWQyGaq4zc36fJv26XFMtUokEm75PL/nb+2y+uFwiCAIJv5LJBLuj+3VFC/93L7v9/sYDoeuLeVyGYVCAUtLS1haWsLs7CxmZ2fR6XRQr9fRbDaxvr6ObreLWq12qnNTKSSTyV19lEqlkEgkdm2+y3azLba/giDYtfef7Wf2md22xXcebpLI66VSKQyHQwwGA3cM+8RXVd1X6TWW05errrrKjXU+C2D0TPmez8iKfYY81nf8zMzMxPoLnFrKr2OL45vX8J2L3/N3+l51OpVKYWZmBr1eD/1+HzMzM7u2JfLZENsfqkccu3y196ffJZNJrx3R+1B9UVFbY79nm/i52if2P/txdnbW/TaVSqFUKiGZTOKTn/yk93nEcnpy6NAh9xxmZmZQLpeRyWSwvLyMXC6HTCaD2dlZDAYDDAYDNJtNtNtt1Ot1VKtV9Ho9tFotdz6193Y88FlbnaPouOBvrKjN1mOoU3xv7T/tvd3om78dd03VP2tT9Dd6X/obe7/WDlk91u989kj12/5vr+27B1//6f/33Xffrt/7ZN+r7fQh2wmf302ai26Nrp5X/9eO0t/6QIc95yRtGfdQfNeeZJsWPYe9L18bOcDtwJxU9pP/r+3az07VsZx5SSaTGAwGSCaTbvLl/3vplgXe/IznHfeMee4ogG7P7Ruf2k6+B/yTg7bHfj7uPrSt2h/8jZ7TOlG8P77uBZ70vnxt8l3His+WJZNJ5+zQ0ZqdnXXXSqVSmJ2dDT2LWM6sWPtLkDQYDJwDrWOL42VmZgapVAr9fn/XuIkSO7nv17YrMTCN+MbRJGPLNx9P+ptJxQecppnLxgGn02nXOJkYPOmE7mvouAnfN2h8HqploDgY6UX7PlcjnUqlHKtDo9zv9xEEwa7Cd2yv9eZpIK1XrJ68RbFE1vy+3++HGDWd8GjYeR6f8tp2an/RE7cToM+jiDq/fQ48p2Urxk0WsRycKNuinpc6BvpeheOLx83MzER6eT4QpTqoY1XFNy7s2NXzqH4AI6+YzKsyPEEQYG5ubpcnvZfhth6x6jPbo22I+t62B8CuvrYTjv3OZ9/oFOnnBEeciFOpFDKZjOuz2dlZxzzFcjCidnM4HKLVaqHT6SCZTCKTyWA4HCKXy7lnlc1mHUOaTCZdYcZ+v+/+HwwGIbvKucY6IZaRGefsc+zy3ATblL2cXp3vOBbH2XffmNN52t5PVHRCxdq0cYyT1UH7+TjmyXdNIJpx8r2fRKZinqzxsZ6f70FMyvj4mBh+ZxG99QzVq6SnRs/dB0jsNbWdvlffw+XgpxLxe58Bt9fzsQcEbHptTl52YFqPPUqsMtpnp2JDouO86FgOXvbT71GMjo/dsZ/b84w7115AJoqdsr9RvVG2SEOB9hx7XVP1i+dS+6DXAxAKm40DpntNNNbBsd9ryMQ6e5yYU6mUA47JZBJzc3NIp9PxrgAHKHzmtI0MF3e7XQBAr9fD3NycewZ8nZ2dRTqdRr/fx9zcHIAwgQBEz5Hj5js7L+i5VD+iQmR7Cc/DMbnX2Jr0GlHOnO842x77eRSDF4UDJmnfXvZqPzIxeLLG0DcZ2wlXDZrvRq1RtQwUJ/SonAG+n52dxdzcHHK5HAqFghtc3W4XjUYDOzs7IbaHYkFY1L3q8fyMnuFgMHDXp0dij7dxav3OfqZ9ScOqk4l6w6qsPuCl5/V9r7knMeP04BF9xjr+9RlGMUdA2GvkbyzzyvNoHpKCdY5DeqraNutQqA5RL3jNIAjQ6XQA7J2Px3wqsjH2XgB/SNLXJ9a7tblT+r+9hj0XQzNRIFBZtiiWKOp5sc/7/T5SqZRjKpLJJHZ2dlz4LpaDER0X1IfBYIBGo4Fut+vYpYWFBXc8GSgyhslkEq1WC0FwKsLB8Q6Ex4SC8+Fw6HJMoxgo1TEFJ8pQMnTYaDTc9fW6PvBD4OSLfuj3UWSIL/eSr5M4Fw9WxmkaEApMCZ4sW6MX9CHpKBQdJVGdoaDCB3Q4iOfm5pDNZp3BSSQS6PV6IUAS1Z5x7fQBNl5DKVx+N+7c2gYFVXrvmoOh4MmHyPd6+FHPyrbFArdYHjixz4QGyxqWKNCvLIc9n+86+htlgPi5L+ynbWAoAUBosh8Oh6Hwt57DjjW9t6i28PzT9p/vPHo+ZeWs4bb3a5k3Akxtr9UhO7lYW6LOIidv69jEcjAS5cBb4N/r9ZBOp0NObRAEjh0cDoch0AT49W4v5skepw6UnRd03mGkRUPiagfs+LfOhV53HMvssyF7sdI+1nUccLJiP98LONn72c93k8i+wnZRky/gp+/2y0BRovKtOJjS6TTy+TwKhQLK5fKuhL5EIoFmsxlC5pPEaO31LG3KARx1Hh/g8nmv9rjZ2VlkMhnk83nkcjnXJ2TStH+oxDr56PksW6EsFo/nMbaNsTwwouFmgg99rlHgiaL6puey+sZz8NWCLj3GNya0beq8rKysYDgcotlsot/vo1KpuHuJGmP8nKvNrA1QoztufNrxr+N+3O98XrqdYGy7NOlcAZiCKf4+KoSqz8b2/3A4dOxTLAcjNo8HgJsnyEDxGfR6PRSLRQCnniPBFG12EATodrvu9wz9AX4GKmrVqhXVXQKnYrHowFO/30e/38fOzo5jb3d2dhww9zko9v61HWxjlMNh55ao7339HJWn5Wubfm71Oeo6PmfS/m/f79c5mZoPjrroOEbEgq69Ght1Ll8HEsgwBp1Op0M5T3NzcyHa3RquaTxZ2yb1BKKofwWNek19b9vEiSiTyaBQKDhF1sHK3yvFGtVuO8la+tiyALE8sMLnrJOqMkD21SccFzTS1lBZPbbhYJ+u+gC/jq2ZmRk3bnndXq+36zfUF9smZVd9OVq2/b6QgjWuUR42RfM/fDlg1sbpNW2I0zJmPq/fAl/rdNJW8bOoCSqWMyscT6oHDKcCcEnk6XTaRTfoQJN5ymQyAODC1gRSvnnSp392TCtjq2OZ8x0ZMLJiel4fWPGBE9sm3+/2iqZoe33gaC9AFuUE+vpuHHBSOUjGiTJ12G6SRkQNBv7GhqB8A8qej6/W6PAaNnTGAZbL5TAcDpHNZpFIJNDpdEIxZHtPasx04tGwib0XXclDoDPO6FvPltdiAjrzt3K5HPL5PLrdrqOELbWvxlXBlJ1wld7VCVn7MPZwHxziG+/TME8AQgwrsDsk5ZvY1aO049eylbZNDGeQNeU1O52OG8P1et2NX82DsABe9dMytXy1IQJrS7Rd+ufTd14rCoxGsWD8vb63+R2+nC3fNWdmZjAYDEIMiNXvWM68WJtsJ3/ac7KowCn9YH4tIx88B/Nge72eG+vMubXnp2iY1rbNzjs8JxPbuaCAOXPtdtvNF9a+j5vv9H8fw6riY2R939v3UeyvD9T5HKFxwCmqLQfBOFH2vdrO5/VFNcgXqrK/20sscNJ2ELzodSwjxUHtM7ZRzJYCkHEsDn/vA1jj7tcCNd4HvZl0Oo25uTkMh0P0er0Qm6AJpsDuAc6YvV7P54WoYsXy4BE7NviZD+xYUfARxeBEGSsV6wVr2QOfvlPnuPqIQt1TT57skzKzCujY/ihAr87POGb6TIzvSfTZMhfjcraivG97PPs71s2DFWvP+arAvtvthhYzzMzMuLIFZJo4v2QyGSSTSXQ6HfR6PZd3S/1ljpuOXR03UY6AnoOr/Jjbm06nQ+BNbYVGSfa6f/3Mts1+7+u3cfZpHIC0v7Hz5Dh8MamcaT3ad9hOjYb1vig6AUQhQEuVRv2erz4vnEhcEbka8UQigXw+DwAup2JnZyfS8PrAnnohbI8m7Smbpm0bR2P6gCDPpbFqvUeCIn7uG9iMi/vYNcsWxODpwSfjwnbWC/UJxwsdCz2Hb9UdRceCj21R58C2i6uMUqkUGo2GW4EKAAsLC2i3266GDplTlhVRgKgsKD1vH/vk01GfkVVdU6Bmr2fPb889Tnw2UXXfTl525R8Qrrau1+31enGpgrMgtt/5vHS16nB4Ko9P6w4yNxUAMpmMYxA7nQ76/b4DTrTfancVKAH+xRn6xzGSSqVcVXOu+svn85idnUWr1UIqlUKn00EikXDX1MgMEE1+TNNftp2+c/o+j7Jb9ne+/6PacSYYp2n74IysgY3qNH2vhsR3IzpIxjFB9nOdVGxiHQBX6CybzWIwGDi2xpeLMU70/BbRqyehEwE/iwot2GM52dmVFKo4+j/PoQDWt8RbDbl69b7nMamcjgcQy94SNcaBaCeDoscqEBsHnjgOdCz7vEv7uRr2nZ0dt11FJpNxhr1YLLo8Pia2qi5aZ4N6pWBNx3iUgxPltdq+0ddx4MmGPPWcUQDLB6B8DJoP9Pl0ipN2LAcjPvsMhBddaKpEp9NBEAShIpXpdDpUo0sTzMlAEcgoo6rj2V7fB074WbfbRbvdRiKRcHWoFEQlk6dqhHGe85EXyvr6rjlp3437XF+t/mof22N9gOl05ptJ5rf9nH/f4GkaBkqPUyDlO8ZnRKKMOI0KVzZks1n3PelMGvZMJuNCXXbZt28A++hbTdrmNQhyNInPp4y+97Y/tVge6WFeW1dU2L7Q8/vCBFyRYa8XA6cHp/BZ0Wu0oF31YRyQUjCv9V8Afy01ijWqvvPqufh7siSsecOaawxjlMtll+BKT1z1TAGU9cr3O+bsxDGJMaYds86alXG6o3ZDF3XobxiW84Ej3zOI5cwLdcnHUCpDxO8IoCxLNTc3h0KhgCAIkMlk3Erv2dlZx0BxDuEr4Hdeo5wh1Q8msLfbbQRBgFwuh0QigUKhgNnZWdRqNSQSCRdu1MriZNSs7un1LcjRV9tGe1zUffj6ftxvxulq1DVPh3Gadi48bebJdrIPyfsQqK+xUZ3lu2kaJk4M6qElk+ENNgeDAdLpNLrdrgM7OrFEXdsiY19ytioYgY9NiNdz+ECmTmgKnGzojmFD2+8+0fbpROtD/dNIbNAPXjQcpobWsiZ7jV0bVuOYYFgXGDEbHK9R4yLKuaAQ4CWTSTSbTQCnil5qlexisYhEIoFKpeI2/wXgdNICuNMVX5sndWh4Lz5nTiXKOKtzopOW6qUvB3OSvJBYzpzYuUn/t46+Db1RmCLBsB0ddTrrdCo45pnMrWNkHMDXsTEcnipfoQU8OZY0fJfL5RAEAWq1Wmju0vkJiJ4HfHP6OBBj/59UfHOk73US2QtIjbv+fmRi8DQOne0FoHwUtX2/l4GyD1BfWd+i1+uh2+0inU67wURAks1mHcVpk/ZUrIdoQybaHo19M8dKGS977nEom8zT3NxcaMLRa2kui+aE2IlH26s7efvudxrZz4COZXqxOX7qdaro87BjiWLHKL1iroijIWcuh4Jzey69FnVEf8Ox2Ov1kEqlXK0ZXlNXJ3ECsHmB1qnxia9t49hebe84ndzLM41qh16Hn/vsiobObQKvzwvnuWIgdfAyzqHn2FGmcDAYOGec4Gl2djbktLNsDvfG4xxFnbHV/W1b9L3qurK8ZKCoc5lMBrOzsygWi0gmk6hWqyHmKcqO7DWvT9J3Z0omYZwAv/773k/KOE17H1MzT5N09F6MkuYb6OfjJMogkXnqdrsORGlSNRmhbDaLfr/vEDmTNtW4+u7RB554jA88UWHGTWi2T6icBE9cZad0sWXXtE98wEm9ej2/hgminqVPoibqWM686Li0ITt+b1/tM1F2FRiB80Kh4F4BoNVqOaeDDBU9bp9XrLqgZTHYhmQyiW63G/K4qR/MfcpkMi5vY2dnZxdb60sSt7LX97ZfJmVafWN7L9DlO0cUsBq36skn+2WIY5lOfM4x/+erzlc2hYILlTKZjNsLj0CGQEudCv7RkbcOhG2LdaKYV8XNiDudjguPz83NoVQqYXZ2FhsbGy7HkL/1XWuvcTbJXHYmZa9znmngtB/ZV9huUqS6V8N8BmlapEtjS0+23W67EF0ikXB5UKRSWfeJFWFteQE1crZt9jPfhGUnGp8RVWCm7znJ2CR00sU22dt3Tm2viq7Y0UlvEvFN1rEcnCiTo+Lrf9/Y5W9tmJb5R+l0OlQpudfrOf1hRWXKuDHiC7MFQeB0j7lPuVzOlQxJJpPu2gRsPJe9l3EG0vbJXiDL9s8kstd494EkXtPnbOn/mtul/ah5jjphxnLwEjV3WYChjonmQHG8szQOx8Hc3Jybi+hUJBIJ5xADYULBjhUV1bPBYODAU6vVwnA4RC6XQzKZdEUz6STpYipf/h3POamDMQnrO43s9dv9ME57net02z31xsDWoPgavxeAGmeU9DpRk4S+pxcQBAFarRbm5uYwOzuLTqcT2rCXtThouLkaIar4pU0kJ7Cx5e59EwhftfgZj9WBp3kiwKjEAP8ImAgO+d4mMGofR1H8ykCpEu0lPnYjNuYHKzSovuc0yXOwgITjg4xTJpPB/Py8+4weNIvr6fUtqLHJ3Dp+eU2GAOv1Ovr9PvL5PIIgwPLyMobDIVZWVpBOp1Gv1921fcwaMLlx9P1m2pDcNB511KRG/VI9i9I3Fjfk75RloA3yrZSK5eBkEgaK4TtloOjokEnlCjxlo6hjPIZ5iAzlTcJKKnDb2dlxOsTISqlUclX+Z2dnsbCw4EobUNdUZy2I2i+Asv0Vdfw0jJL+1vf9OBDlu86kuGRS2Vedp0k6wDcIo367F0jyvdpzk50hPao1mThQOKiYyOpL2Ixqq4YwtLYT/2fogQozzuj5Bh09Gp5TwZOGJccxTzS4vtpS9npaCyoKREUxHbGcPdmLZdpLP1R8IWjm6OVyOczMzKBQKGBmZgbdbje0QtMyqnz1GV+O2WazieFwiHa77RgWsl+DwQDZbNblgajnHQVEfJNZVJ/tB3BE9d2k55r0OL2OTRDX98pQxXL2xI45/ZxCG8rnRQYKgBvfdOTJApGB4oo4sr0+B5XX8F1X28N5T8N3vBYLeQZB4CIudI703qLm6kn6KaqdZ0omZZymEd8ztX0/iUwMnlS5fV5VlIfo+15ZIz1Gv+e19Hh7fhv+YvJcJpNBq9UK7ffDQVwsFkODiVQrz6FJ2uoJEmwwKZAr64bDoWOKGC5kcUD14LXPbP0YAib+8fwEgb1eD+122xUY1H6yxRAJoCiaJGgBHyc57Wvf8+BndpVXLAcnHHcKdqYBTpZ94fm00Cq9Yo5BgvV2u42TJ0+GaqHRK9bxxDFlizgyx2NrawvZbNYt4WZV5HK5jHQ6jc3NTQBApVJxoQ9OSqp7UZPZXv33QMg0Rt2CKGUefM89lrMn4xgoPiOdE6lX3Jswm826yIcuWiILRd1qtVpOHxldiJqDrC7zr9vtYnt7G91uF4uLiwCAUqnkyoOk02k0Gg2kUimXA6Vzgo95GsfSjAOVk/apyiQ6cxCM0+kAJ+A0mKdJGCiKz3u2ACrqNz4myk4MbAsHMRG9JukR9RNEMXGcy6r5e+tJWyEA0eJ3fI1K/IsCh2y7lihgmQIFN2TRfAyQKtQ0njnvhRNfIpHYlWOj/R8b8LMn1nnQz/YDpHgughomdWtJDHrLZJ7q9XooXAyMD8kr2OPn1EVuUbGzs+OcAwCOeWo0GiHQoOf2jbtp6X+f46UyrVG3OjaJrtn3Vq8ITPWcNmQay5mXKHs5DqhbIKVjlfvaJRIJl4dEB4U5f1wMlMvlAMA58HSELVjS9o1zbBmhYJI6Hf5MJuNyfumUqzOsc9ZejNu4/tlLz6aVKN3fr5xJ4ATsI+eJ/0cZaw4mX+OsN70Xk+EDXbY92i5ODs1mE5VKBclkErVazQ1aUqYzMzNYWVlBLpdDu912hcZs0T57/1oMk5MOV0sQANkcJ7bLGkU9Jwd3sVhEqVRyG02SBSAItMvIff3v6ztgVJCPQgCobbJMh/a7NfSxHJzo2OH7aV5tojiBU6/XQ7VadeU8mPs0OzuLfD6PRCKBubk5dDodl5exvb3txl4QjDavtswvr6EsKEsVNBoNAHCOSqlUQj6fd7lPtVrNhaU198PnyEzKQE3r4E0qezlytp363p7DZ9N8ejzpwo5YppdxNk2fk53XLEuqOlCv19HtdgGMtmzRFdTUNYbHh8MharVaaGEQr6m6MM4O09Gh07O8vOxyHIMgQL1ed07Rzs6O23ePjsw4fdoLRE4jPp2YBIjZduyXcRqHKXznHSenlfMUhYbHecGTMBl7eZs+ZM7POYjp9XISoGjpguFw6HKfWGxsnBeqA1jb4bu+b/Kzv+c5CbzIPhHU6H522v69vBCeO6pPlSGgggZBuMquDzTpeWMAdXByJhgny6KqVwzA5SOxMrF6xQCQz+cdeNccQh07UWKBAkPP1Ecew/xDrk7S7SusnVEwtJeeRvXduAnSd55JPPAo8dnEKKdTP49znB4YiQLkkwB1Bfq0l3TkAaDdbjtd002zCVxsPpImoI+bC/U7zjmsZUhgREectdU0JcQ3H+0HyEzaX1E4YVImeL8S9VxPBzgB+yySaY2br0H83zIZCix0ItaJ2ve9HqPI3BokGupOp+NWD9Ez4CCamZnB0tISMpkMtre3MTMz45Zo23PbTuU1tHQAP2eIQyuBa9+pgQTgGKx0Oo18Po9cLucSd7maggrF32iFdN6Xgh7te1UGHqfHq5dPNkGvZRWY/RAb97Mjmpitr5RxwElpe46DnZ0dVKtVV6aDK3KYi5FKpdw4TCQSzuiTPSJDq4Vagd0eoR0ndEzq9ToAYHFx0dV9YkE/htntuXlfPgDlk9MBPL7znElDvheAiuXsyyQTqH1OOhepA8pjyAJR1waDgSuUyZwnsr0AQvWaUqkUms0m2u22K26p+qQLCVTXeE1uGFyv1xEEAYrFYqjuU6VScQCNkRadE6LGvA/g7KVnk+rQpCSAnZf3+q3+3pIHpwucgNOsMD6NR6jn4G99dZE0zq8PaBIj5gNuOuHwXJpjpNuhJJNJb96P/b1tiyZiE4Ro0qsPJGofaBK6JgtSESdZDefr/6g+Y6jRJ1p7xvc8Y+bp4MX3DO3rpN9T+Cw1NyKROJWXkUgk3CamZD5ZcK9QKLgq5Oo4cGz6QmzWEVIWmEabibRcAUvw5jOOk9oXvb4FKePOMc67jzLUUZPJXu2LgdODV6KYEH43CQNlbbLWIORKOLI+nHN0FZ6G7ZibpH96LW2z1TUWvuX8wQVNWsbAlhwZB5DGgRmfPkXNlXuBlnHnGveZTw6KcaJMDJ4sCLHepTIwNreGn2s5ejIuiUTC7a5OupLG2m5mqNccN4nob62x4tYtmUwGw+HQ1X1iwqyuQLNAR++d7xkSZBJ6p9Nxq/w4QdlQG8/PRPZ8Po9isei8fjJXnGwUQKnXoc/Dx9bxubANvpCIBWZkK7T/7CaWMfN0sBIFiCZ9BXbntPH587nW63W3OjWbzbpcjIWFBbcqlblL8/Pz2NjYQK1Ww/b2NqrVaigkzlAE9dIWdGXiLBPDO52OS1LPZDJYWVlBMnlqT7xWqxViV6McA4rPmEf1zV6AyD6DcWDIfr8XI2Z/o7YlBlAPvEwyofqO0fHpA/79fh+NRsOtlKZTksvlnK5x26JEIoHFxUVsbm6iWq2iUqmgVqs5QKRREb2GOtlki5lDVa/XMRwO3SbdzH1iKJ65hnZO9emL1YcoZ30vvYn6fVTf+3TM97tx4FL7aty1ppF9bc/iu6hlVXhsFHJl4rXWG0okEqGwly/0NUnb1OtVNkvbSuRPCpX1mawCRHWuTkgWTExinNkHZMHoibNwngI5u9JuL8WexJBbqta23wKuWM6e+AzStK8+FkiFY4veMGsx5fN5JJNJV+SPq3Ro/DudTmiBhW2vr/2asM7FD7p/YyaTcfkgdEZ8wGkvpnuvcT/OU7YyzlBbhmuvc9lz2r9JJupYzp5EzXH6fdRz940tzmNaniCRSCCfzzv7TzIhCALnQDP1hM5x1DVUmCfLVebMfdLK49ls1uma7iYw6RwzbvxHHecTiw/GsVx6zF5z20EzTpSpw3b6vwINNQY64Vogo3vAzc/POwMdBKPqq9Vq1RXOs/lDUSBN/yei7nQ6aLVaLhk1kUiE9qNLpVIol8tIpVLY2tpyCXea62OZHP7PEIcCvU6n41YqaaK3LcbJfmOuExknTib9fh+tVguNRiPktWgOix1ots9tzgiP44bJVEgfi0fhRGZrQcWe8sGKNZJ2VarvNQog2eXufKZkNre3t0O7wu/s7Lid2Zkrkc/nkU6nUSqVXH5UvV5HtVp1hlpFnZMgCFxdGR6/tbWFnZ0dl+O3vLyMfD6P7e1tdDod1Ov1XQyUBTN23O7llUb1rU/GgTP+Nsqwj5Np9YZ2M2Z6D06imEr7PWUcEIiKzuhGwEyX0NIgy8vLTheUBc5kMsjn82g0Gm5O7HQ6IdCtEZAgCNz8ValU0Ov1UCwWna5ls1nMz88jm82G5hXOtdQr1blxYGUvBihqjvb1K4/xOfJR/e2Tcczz6ZzXJ1OVKrCe4KSNsF4WQQAZF5auBxBa8UPj61s+P06I9nV7EzvBcGDoFi4KTHwehJ2gbM2nqMksCngq86RlDggadeWF7+FHDVwfgo9C+eOWQZN54uQa1Q+xnFnxjZdJgZN9zhbwWvaD4QAyUK1WC8lk0tH6HNsMd7PopToompuhBt22gwsguHUSf0P9ZxiPSa/W3kzCOE0zLn3H7ofVirq2ZaCtjfCdA4heGBDL2ZW9wK5vjlOxjj7nIwIgsr1kYrUuUxAEyGazDgzxN6xIbudfHTuJRGKXrnFVq6aZUNd8jKidK+xcMmn/RfXpOB3T+4k6ZxSYm6Qd07JWUbKvCuPWcFtaUb/T3AeeJ51OO9aFiWyJRMKFCDighsMhut2uq8IaFYLjK6+pu1i3223Mzc055okghV4t6z5ls1lXYMyyRgAc6udfEAShhHMqgvaR5m2wT9hWLa7JfCkmjPd6PTQaDbfqgol/7D/1uqMMtF2Nod/b/Cif8Dvdy499oruJx3Jw4mOc7HjyfaeGVPXFepLUlcFggGq16soXcAPTVquFYrHoVggR5JfLZVQqFWxtbWFrawtra2u7GCiObR1zrH+ztraGdruNhYUFAHCJrCsrK649rH+jtsPnCfuAlYrPE40CTfx+L+AUBaD2OlcUgIpq/7jFIrGcGbH20f7vs6P2WL63Oqh/1DXqAUPfmUwGwKnaZ/Pz827jbl2RV6/XkcvlHGOruuaz6UEQuJxG1jIsFouOXc5kMlhaWnK/YxFbAjO7EGTavvQ52FY/xunQOMZrLyDk061xx5+OTM082f+t+ACU7RRdmaZVrhn7ZQLb3NxcKGFcz8nz2TbyGDJOmkOl9Z5mZmbcZ7rdig4am6TN82noj38KMnxt0r5RIMn7J+sFwFGpWhIhqo99/e8z0NagTxIOYJiVx3G/vVgOVnxGJwo4Rb3Xz6LOrZ+RgdLk7tnZWQecOFZZ9E+ZJ7JIURMR39OB6XQ6SKVSrjyB5lcxXEFv2bf6NYqJGufJRvVR1LmjrsXPou5zHEPlk70AVixnT06HVfG9jwIItOmtVguDwcClljDvjwwUFx5xPqCuAdiVq2THEO00F4WQTGDCOhcqUb9taskkToRvbrF94fvfzkW+/trLnuzVz77f7KWT0wKrqRLGCXzYMEXn/EwbYNG3hrdI41swBYx2G9dwQrvddoON19atRfT6HDzdbtft6cM6GqVSydVRUvBANowAzibDKg3abDZd/SVFycAIENnPtb94vwxZZrNZZLNZF6bsdrtuLzsuC7eewF4A0l7TN/j28moJMPmMqNRR54vlzIjPe5oUOFlHhWOKn+uYJetJb7Pf76NWq6HZbCKVSqFWq7mxSkDDEK7qLEEUV+FR17QcRiKRcGO5Xq+j3+9jfX3dbdmSSCRc3Sd61WS2+HvtHx+oUfvjM/S+frP2ahz4msS42rbtR7SdMfN0sBI1rvSzKImywRQ+O1sSgPrWarXQ7XZx4sQJVwNtMBi4XSZyuZwr4UEnHzhV4HZzczOka2yHBVC1Wg29Xg+bm5tus2I6Kslk0jFQm5uboVIHurIviimyc5H93EaJeGzUIqRxDF9UH086300CnA4UPGkjfAZej9GO9zWOnajHKTOUSqXcCgENu/mupf/rMUTspCSJ6vW42dlZl9dD4GRzmPR8UXvNWaDoGwQ6EJRx0nwrhipIz9o+0vNNaszt8VFehT23b3LRJfCxHJz4QLe+n8SoU3wAQleWcmwHwajQK7dSabVaoZwMYMRAMiTApdYMRfD6BN5WJ8ksM6ROY63VzQuFAprNZqTO2zHsG9t2MvH1p6/f9poU9DpRv/PpfxSzod/5nnUsByfjxk3UGOPxe9lgC+atHnIeIQBqtVrIZrOhbY7ouBDUsLQOi2DyfPZ6nF/piLTbbaTTaTencK7N5/Po9XrOYbKpAmy7Txeixqa9V+2DqIVMtu+jdMk6h7a/bdt57DjZr5Oz7yKZPgPjm4w5CPi9lq0nq8RVCDToTJhLJBLOq+WySwUWPKfNA1LgRES/ubmJfr+P+fl5F1MG4IBLsVjEYDBAOp12VKfNLbKTANvNc5AC5XFsIz0GDkz+hku0NdeJVWKbzaabVKJAS9Qz8T07/o0DPr7zUMn1+jF4OjuirCMwet5a/8yGmS1I8NXx4vjle2CkpzSujUbDecU7Ozs499xzQ84FWVrmLm5vbyMIAudN09EIgsCtBOIfV/lsbW2h3++7av+8J04QbD9XnqojQfaY7zkZWMDE/3WzbYJHrpgle8ZNk8nW2b36eC7rOfNz38IRHq8OkM/I+8AeUwX2a9xj2VvYt3sVjLROseqXbyeGKLCu5+DvaOs3NjYc2GGInH+6Sr1WqwGA2xWDwMoH8jgH1Wo1DIdDlEolF0FgdX9Nm6nVatja2nJOjiVCxhEYlnHiKxnrcrmMQqHg5jdGWPT3FrzyuVgbaHMhff1s+8In+2GcKKddYZxGe1zj+Ht2aL/fD9Uz0mMJLAC4UFY2m3U7QjMnSs8Z5bHpVi2tVst5uRyISoUyUc9OSDyfr5OZE6Tt1tynKJRMMGSrmxMYki3j5HM6D9hnlH2skor1DviM+XlUdfJYzqzopGuLRkYZCt8ErN/xf34elRDL8cew99LS0i5AQaPI1XL0mqlTmh+nOqH5GHSKNJzIJFqW6hgMBmg2m+5+tD9s+N3aAd6n5hQC4UK9dn9L/a0tlaASpec+WxTlpVsvO+o+YjkYGcc82UlZAYTOeVGMh/3Mx5QEwaiUR7PZRDKZdPWdOA9qNIRtyufzTtd4Dj2vAhnWjNJz03FgXhVLGnD/O73vSRxvvUc75jnXFQoFLC4uIplM7ore2D639xLVt/Z6dp7dq62nI/sukrnXK/9X0GT/bzabbt8fgiMALh5LynJxcTG02WGtVnPeq49m1OsTjDQaDczMzDgEXiwWHdgJggCFQgHD4alKrAQvZJcscOQkQi+B7dbSC1QInXD4x2WiDE/Mzs4ikTi1RUar1QrVi9LJzfewrQfsO0bbr+ebdLDxN8pAxd7wwQn7lmNTGQ2+TyaTrtgd3+tKHIbQKGpcrFH0ecYc+5VKBTs7O8hkMuj1epifn3f12WgUZ2ZmMD8/j3PPPdfVcmIOFBkoYFRjik4CJ4h6ve62jSALzGtks1lsbm5ibm4OjUbD5UAR2JBBpqPBeyTAZ9/xe76yftVjH/tYPOIRj8A//uM/4tOf/rRztrSmmq6i1XP6ViD7whKqv1FAyYIo2sk45+lgxTIU1p7yWXP1G8eFpm9wrtAxqOJ7r+OC56nVatjZ2XFz3eLioouGMKqhe5DmcjkXqeBKPGWuFORx+yVWGCdrXCgUUC6XXfHMTCaDROLUXpbb29tji1XrmLcgRuecbDaLXC6Ho0eP4rzzzkO1WkW9XseJEydc35Hlss9iEuA2Kctkf/OAgadJjrGdab3dXq/nKHMabDV69G5zuRwAoFAoIAiC0J496o3aDiGlymTvdDrtVjbQ+OkqItbC0EHqm2B4zX6/70ISiUQixCLpw7YUIxknJqnznqmQLBaqyfE+mfbhT3oei/TVu4+N+cELn4eyHhRr0JkXyPIeDG3ruawXqWKTOtXo6oqgSqXimJpyuRwKf3FD4YWFBSQSCVQqFZfTRG8WGDGWHNcMN7BqOXWHjoWCPbZDPWpOZARjNjymeqg13wC4ZeAPfehD8fjHPx4bGxv43Oc+5yZB6qg6GuwnH9ulTqEFVZpfNo719dnNSVbFxnL64mM+OIaUaSXbqnX4rA75SsGMc2SoD9yWrFqtOv1myI5jmaxQuVwGABeGazQabm7UMagOvK6QpR4QmAGjBUKss9ZoNACMFpnY9luHwcdUcV7MZDIol8s4dOgQstks8vk82u22A1BaekH7Ts/p689xjPC4Z30mZF+lCgA/HRnFOvmABwBnEMkwkZXhwNFqq2RzGMprNBquErGiYwVQnARYZIwxXeBUyECNIiehpaUlAHAr6oBRjomuRuAfw480kkTzQRC4HbX54BkqZDXZdDrtjmG+U7fbDW3P4pv0LNU8rVjPgEaCn/mWh6vEAOpgxYal+Yw5JmjIC4WC2y2dq9SYu1MsFt17eqccv8DulXCqP8AIRBHE07Pl56VSyVXnT6VSKJVKzkD2+33U63UXClPv0l5zZ2fHecOlUgmlUgmFQgG5XA5BEDhwRENO75phPOZP0kHR8BwBGoVgi5NNt9vFl770/7H35mGyXWW5+FtVXfPY05kyksGEQJiCYoAQRoOAGGUwchkCCF4FRK+IV38qRBHwOkUTwMQBMKAog14UUEABUdArcwRCEjg5Sc7Qp6fqmoeu2r8/zvOufmv12rt29XROcH/P00917drD2nuv9a33e79hfR25XA6VSgUveMEL8NWvfhX/+q//OgJeCNrIMFNccWMuloni0p/25GBPQPZxkeysBOlPBeIE9GRnOA8QjJBt1aWMtL/rOe13zv5D5pjr0nH+4rjLZDKmLiGZIo4Nz/OM21mNKDXMGVfL9rFPc57V0ghMpFIG2S6Gqx4Iu6/qvNJsNtHr9XDs2DGkUimUy2WcddZZ6Pf7aDabqFarOHHixCa84AJMrnHlGmc2XlFMsOfgiRcex4S4rCcVBU8shMeXyqy6bDYLz/NMDBLdE2SG2Jk0UM5Gx2qhKvvEGA6u/cN9ifDp+6U7xFainIB0WRYCJE5iZLE0exDYcOsR7dPlwQHCiUFdnHxmfhKEyIPE9V7CIvitgrZIwokdB6h9UMsEUJmSwdS14zKZjOnvuh6dlp7Q8wOjcT5UMhw7XKCUkwcBExXw1NQUZmZmTEBrKpVCtVo1TJTGNyrNT8Om0WggHo+bZSSoyBOJBJrNJorForHOWcZDXYIUgicaNLarjexwq9VCrVbDvffei3w+j8svvxyPfexj0ev18MUvfnFkUW7qCiaD6PvQa/J58pN/trHhAk789GO7I9l98WOKlAXSxdvpIqebjfOKFlZ2sUA2a8Lrss8ynIXzA93XnF/YD5PJJDqdDlKplAnCppHRbrdNsUudv9ivNXmJnhbOrTRIGO6iRhnPRTbO75nx/mKxmCkztLq6inw+j1KphLm5ObRaLVSrVQDA0tLSJhehigKnILbJD3jZ73cnZGK33TixlYiKTT8TdBCZMgNNi/PR10xLm+mWzM6JxWIjmTh2TA+v0+12jSJOJpOGmlS3RywWM5VYy+WyoRJZnMwO3NN71iJ/lUrFZA1xMJFV07pOVLpstwIyF7jhtVwdw0V3BnUWF9Dls1MlrhOAgsFIse+e+GVVuoTviEqQFmqpVDJ1zqhgqQwJOtjnFAgAo8wiz93v99FoNFCtVo3bot/vo1QqYXZ2FrlczgCMffv2IZ/PA4BhldrttgFRapXqxMIxzImJYGpmZgbr6+tYW1vD1NSUSatut9tYWloacRH4GVH2c6R+WVxcRLfbxfz8PB7xiEfgwIED+N7v/V4cO3YM3/zmNwGcSlxREMTz2Ja3bnc9S7sd9nOPDJK9F2Xcgc2uJ2D0vZC91HU/7YV8OdbIvhJEaVaerc9VaEAzxorClS0ymYypicZ18YbDoVkhQEuAaLxhPB4fAVA0Dkhg0CAiEQDAZKvrYuC6RIwfG8R70986nQ6q1aoBdoyDAk6Bp263axhlP53nRyi42KawZMBWZSLwFKTEXTSZPYGroqEVTbDADsng1MHg1KKJAEaC9XgcLW3NJuC57AA2dmDGYRCpq9XMSYKpm6VSySwL43neSBFP171r3BT90VxglTFddlFMdmi1DFxZCPY7sJ9tmP/93lWQ9esHhCPgtLuiqfHjgBPfk8ZEEMT0ej1ks1l0Oh0kEgkTCE0QpYBFz6mi7rtut4u1tTUAMAzQ/Py8iZlgf5+bm0OpVEIqlUK9XsdweGpJCroM7HPbEwvHNMd9pVJBIpEwhg4VerVaxfLy8khf5XnsOlYqNGTi8TiWlpZw77334uEPfzgAYN++fXjUox6FRCKB22+/3Vj9w+HQTBo8hz1paMyV61naz9jPQNLz8/9IdkdcbiH9bu8DYGRNUgrnICY1MSxElzyxwTKvYb93Ahud7zzPMzHCxWLRjLWZmRljqDSbTVOjLRaLGUaXoTGcazReS8GTsr0ET9ls1rjX6ILXZCi9D7/YPPZlLvrN2C6CJ86ZLF+gRp0trrHjAk6uNrjepWufsDJxqYJJfvdTXOo2UOCgdCFdeVrPRQNKgVPBckTS6svV9iizY+9LsAaMKt1MJoNKpTISlMpzMk5JKVTGMrGtZK8KhYKZsACYmh3s/GTSqOjV0gg7ebpeuB8zFaTUXe/JD1BFQay7K3xPtvtWWUCOFy7kS1ceDQFd5JosS7fbNWCKWXQaC+V5G8u02MkdvD4BFBUwj5uenjZKl249gp2DBw+a+CgNWFXXAXAqQHV5eRlzc3MjS7ZwTBIAUjdw/PJ+7KwgZaR08vK8jcDa6elpnHPOOSgWi6jVamg0Gmi1WshkMrjgggvQ6XRMhq4NlshyMbCc4trXb2K2J85I9l5cLLxu12Brzh10nbHP03BhsgFDTHq9nqnyTcaF4EMTJ1z6nuOTY55kAZnXdDpt3NlcJ7bT6aBQKJixRrcbx7Sd2c0SPqVSyRjznJPobeh2uybOi/MZx52dEWqPA93Oea7T6WBlZcWMx1gshpmZGbNGrDJmLnecay7zM5RsCSIUJpUdddv5Tfa2gtAsIiputezoUqOCpKLli9cAcrWKPc8z1KZeD4AZAOz8zO4hu8UXTWt3bm5upJAma9EQMPGT8UvaPjJP5XJ5pDIz40UqlQpKpRKKxaIJkPc8z3ReWhxBlqvNLvl1Ctd7sFG4TcHaz47HkdVj+yLZHVEL0QawfPaqyPieNDOHtZdYcHZmZga9Xg/lchmdTmckJooTA+s6uQLWeW3WTGu32yaWodVqYX5+3iRLsPBrPp83xgbLHHS7XVSrVfR6PaytrRlGGNgo5MfMPbK0+XzeTFKcuAaDgVmbq1qtGhcJRUEfv6trn0r6ggsuwMUXX4xyuYzV1VWzQHI2m8Vll12GhYUFrKysGOtclTRZNAWq+ty0fptL/Jgn200Uye6Jn860DRj2U4J6AnPbYGC/XF9fN2Eb+Xwe3W4Xq6urxnin8UMAZYdqEOAw1oiFYlut1khYCA33UqlkwDyNJLrau92uWRKJoITAinMpmSxmmXLeYpgM2a12u20CyW0QyHbbHiYNdaELf2lpyRh78Xgc+/btMwld1Cmu92C/MxcTHGbeDNMHxsmOxzwB7kw7l2vAZqEIcJQdYryFWtdE+SzKx4fN/200zGsSvfP8pAjZFmDDN1woFBCPx8152+32yCKmZJwInjSuSpdcYUcEYOpd5PN5E3jIrAalVl2K2O44YQFUUIeb9J1GrNPeiE7yfsaIMrXq+gU2AlzZl7QvsjQIJwS6pvlJhoqZQ5r1qf2Qgd4ci6lUCgsLCyY+UFlUjqlKpTJSM4pudAr7F61aKnTeL6sUA6dYKu3z+/btM24BThIKoJSB4v0w625xcRGDwQDLy8vm3lnGIJPJ4P777zfxLGynfvK52G67ceK331bGZyRbF3u+skkAMrLsr+yn/I3ji3OUGtM8jsUnOffQvUZ2SQO5bcaZY51zZTweN9X5mUylIS5aEkRL8LCiN+MJlVWzmWCW0un3+6ZUEFfnYB1CztUMcFe2V2PJlO1tNptYWVkxQIrsMrOG4/G4WSNTy/W43hnFntsmAUkusiCs7Ap4ovh1RH7Xh6yWNi06XRGaDxvY8DkXCgVDJ1JZskPyGFVwBEFEv3YpAQAGfU9PT5uCmXyhHBjMvGDJARYrIyOgLj0CI04eDIAtFosm7olWPwegCzz5PV8g3Eu3zxF0jE1b6/9UHJGLYfeEykb7pj5vMixcd46MKi1aVegsAcL151hKgFmlWkmc9Hy73cba2pphaHledUdpzATb5HmeiU8iw8oVAmKxU+UNgI2U7EQigXq9blgg9i1aytPT08b1waym+fl5EzSuhWaBUzEf99xzj1HsCibJDrHN1D109911113o9/uYnp7G/Pw8LrvsMjz60Y9GuVzGt7/9bVSrVSwsLJjJgZ/AaAyn/b78rGH9fdz4jmT3xAa+rhhATvyaZME+TCBCo5pGPbBRN6lQKGB9fR3T09MjJQ1WVlYME6uFkXlu9g29Ho1/ACa2idnpZJBo/BP0ra+vY2lpCZ1OB6urq4aUoKHCc9J4IjnAWmuFQsHMeQwcp9FDMKblEezQEwoNtE6ng+XlZaOjzjvvPFxwwQUAgLPOOgsLCwtYXV012YMut6BiCB1jLqLBBkjj2MawsmMxT+Ma42Ke/DJR2Fn4ghh8pxVeGeDGQFIuJEpFbWcR8eFSyfGPD5NWOelXKlpSrlS6ZJyUJXLdo8agaMqpK+icAGucq46fLnZpN8CMzW652hPJzouyJa53QAWhKdEqWjqDTA/7N5lOuqDoVqJ1TOVGF9na2tpIoKiyugp2yOLEYjEsLS2ZFeHp4ua1OdYI4HifBEcMVNWYLjJpCqJmZ2dHYp3IFM/MzBgw5qpLY6dX0/Kn9d1qtbC2tmZcJLlcDldccQWOHTtm3Ix0V9hjn9+1wK5f4Kvfe3cxy5HsvrgmWn1v7PMaJ8j5hC624XBjcWvOJcAG88qxQ/ceQRlj+ZgZS5ZTYwrVoGLCB3AqW5xGD8cb46FoNAwGA5OdR+NeAYayvZxXaRzQ/c77AmBW52i1Wibrla5MZparEaH6im5Delq4csDa2hqy2SzK5TJarZZZfoaJLar77Pek223A5ueRcb37ST0qu8I82YwFxaYjbQaDnYQBpQy0y+fzpmMynkOVMV/I+vo62u22CZJT65Odly+Qv/EFkgViJyNY0vWumDrNdfCoJG3QQ6uWHZjfOTnY1qYWybRpW/1zPVfd7uogfvRmWHHRoFG80+4KlQ4LRPLZKzVOFzQVN8twsC/XajUTg8Txw0V8lYkhJc9zFotFrK+vGwv1+PHjqFaraDQaxnXN6zL1Wccbi8tWKhVzbZYxYOwSAAO68vm8sbx1bch2u23qRZXLZUxPTwM45a7L5XKYnp42taeY0MFMp0ajYVKeOamxvYwF41hj7BbHKJd+mp+fx9LSEubn5/GCF7wAt99+O775zW8aixjASLwi3xsnHMaHsZAu7zuMO4Hvn3+Rm3z3xQWegI05S+cYuu9arRay2azJ4GYMHuusUdcTeBCU2GONWWZLS0uo1+uo1+tmHDEuCsBIfybQX19fN4UzOTcRhHCME7BxlQ2OY7oSaTCxgDTbG4/HzbyoWYQAzCeBZKvVMu3j3GrH75IgYFyyhrVUKhUcOnQIF154IYbDIebn5002LO+X74djwmbjbcCm7zbI86L6dhLZFnialG62qWo/9Ej0SiVN5cYActuSVBdaoVDAYDAwik2L6NH1p+Xu+Z01mMg8cX8NDreXbdEXRrAEwPiZ2Qn1d/3TuBTtEGybKlA+nyDL1OVuC3oP47ZH1u/pEZt+1u0q2hfsLFMAI4GpGvxJy1RjCHk+bi8Wi8hkMsYy1v5pW3m8PoGCFqQFTiVO2EtbADDXoOVNxcu20MqnK2Q4HBpmmUG6nDjoyqALo1KpIJlMmqzCIMBvP0fWlDp8+DAajQaSySQWFxeNu4XPS0GZnkfZOdUXrndot8Ol1KMxuHvieh9++lMZIPudENRwzuKY01hDHUd06WlWG8EM28B+RU+MGtYMJyFbpOUJeE5gI8SF68V63qmMcV1BA4AZv4yLstutscf0COVyOWOAsS383WbHdYwpgOQzo6F0//33G2OKIMyPbbLf31bGimKSPQNPYZQBf3fdoD5Mm20hKmZwK4Pd2AFoPTNgOxbbWIkdgAl0I33P87IT0SrQNeYqlYqJoZiamjIxIIxn4kSkHZruDV6/WCyaoFLGZKkfmJMFY58IrlqtlhlsCuhcrkEqbNYCsi1fP2XgZ1npPq7//ZRIJLsnmu2mYitv/tGio/uu2Wya/sMxsrS0hEwmg7m5OWSzWVMOgACe+1O5Tk9PIx6Pm/orR48exeLioimSyYQL9jla0DRcAODo0aMolUpmkV8ytqzTdPbZZyOZTJraL0eOHMHKyorp9+p+o+th3759xs0Qj8dx6NAhU9+GEw/jPlqtFu68886RhcRtQ0Uz4hRgHTlyBMvLy5iensbFF1+MxcVFLC0tmQK91FMARlhoACYgn4YXXYIaROtim/ipTLc9/iPZWbG9Bn6GqnpLgI1q4KxUT4MkmUxidXUVmUwGq6urSKfTpvI+ywGQmSSAYoA54xFPnDiBlZUV1Go1MzbIMjHJST0V6mYnecDUf7rx6K6fmZnBcDjEysqKYWg5zphJ1+/3USgUzDmy2SzW19dNsLgmqzCkhoCJOoDnGQwGm4p9Uqg3arUajhw5gpMnT+Lo0aMmgYWB9IyPdBkWmvzhOr/ur3pTz0HgRCwRVrYEnrY7eWqn1G12Z2XQHF9Qq9VCIpEwWTjsEFSCZKCYLQNslKnXcvd2kJnGQKmC5eRDwKXl6bVQmroRmWVBypQKkHS+XRsKgGmTbZ242KcgdO3nwgtC7vaxfvvruSPwdOaKAiw1cOLxuFGArIpMJkfftw2yue4V3WaM4et0OiY5g+MTGC18SYBFdwGVIM9Ppc6YikqlYixgvQdloAiaCJTodiRg4hilMcXqzxrcbhsbriBhhgBMTU1hYWEBa2trZuIc57YOwzS5Jmk/AyaS3RP7vbt+s9+VvlvNugNg5gYylMx049gj28T9OelrZizrBHJOIKtEVkurhqvxwgx1FmamwaKGAo/hucgOacwSYwtpHLF9dHmTaSIDxbHGQHkW5rTjeP28JQRjfJZsA8dyGMZpJ0TZvjAyMXjyUwrj6Gg/RgQYDYxVZUYGCoAJcqOytOlAgqr5+XmjWGu1mulszLJjrSU+JFq2usAwJwgWDyMiZafkZEC3AVeT573QD04AxEmiVCohm82aWjhKo2rALBkBThSuSc1P6YZ5f+PA17jvEXjaXdEBrAqaoiDWRWtzu6Y4NxoNpFIpU+NJgRNjo9jvY7GYYWzZ/2dnZ9HtdrG4uIjl5WVUq1Vjva6urprradA3M2WWlpZMJhtTq9X4YABqJpPB/v37cd9992FxcdFMJrS8OUby+Tzm5uaMPqDFzGWeeG4ukUFGmAHkOpFoNWdlhjTzd3FxccRFx8xAre+kY0VZPOopZZBcjJJtuKiRF8U87a4EASgVl+7TeBy6rbh+aqPRMDFGdDuTtdSkI7tOWC6Xw9lnn41qtYq1tTWsra1hZWXFZMGSmVHmlLFHrCVVqVRMmAtjHWmo8JPjmYVzmTmnLrdisWhiFjnn0c0ObCzbwjgmxm/RdaiAyC8URb06BF66xqseE8bAt9+ZvU/QHDhJPO+OLc+yU6KAgJOAFv+ib1VjJFTJEHzoEi+shKqZerwfrXOhgIz+Xs/zTGo0KUtlk1QRKgvG63B/jbNS61z/1J1gdxI7uF6flx/trN+5zcVMqYQBUJHsjbiUut+7CGIc2c/JEgEb1iHd0lrsj+ND2VC694rF4oj7WmML+/3+pngq/qbrVuk40HFBJZ/P503mnjJQTOBQxpn/F4tFxGIxExNF3cEyBiwKagfdu1g3zcLldW22yvWeggzKsONNJWKfdl/89JnNsOt717Gm717nK2DDfWsHV6fTafOp5Wk4puiRYMYZz8+xRgNB20bXmFZDJ8jhuABg5iaSEfTWqNufjBETq7id3hKy0SyDwoKWvAZjfulqVEDip8fscakFb/28LTp2gtitSWRXmCc/dD4OtQcxFbbSsalMrSEDwLgJaOmqYmfsEZeF2LdvH9rttqlNsbKyMpLCTZ8srWMW6aLyL5fLxjK3WTEuiaFuNp6PbjsCOO6nRdR4TroSaBUT4FE44bHz2MDKftFBit2vA9rH85iIcTp9YruHXMyTC3wDGy467a9URuyjrC3GwNFMJoN9+/Yhm82aQnjlctkAKQa0Tk1NYf/+/Zifnze0OmM+aBWrEmZ/5iRy7733IpvNmuVQUqnUyKKqXPNxODxVZXx5eRnLy8smg3B9fR0LCwumgjKL6/GT7HGj0cDCwgKSySQOHjxogtez2SxWV1dHlsnQcUwmikaaHSivmbsqqvTt9xS0v75vm0XWzwhE7Z3YOs7v2TNOzgWgaIjTKGE8HplTjrnZ2VljMGiGm9ZaYhxUr9dDs9k0wdS1Wm3ENabuQ1Yzp1tN2V5eg3F6XBtveXnZACYyQSyAubS0ZIwastR28Dg9O4zfzeVyhnhg1inb6UqwsBkm7uM3n/F+XUzTpMJ5edLjt+y2CyM7NeGyk7Kz0CerxTCJ1pV9AjDykomkXcyTZicQmatPWRcnDsvEsBNoRhOP8WO9bFC2FVFFz+/aVtuK0nb5AahIzgwJO6Z0grbdeQAMG8vlWVitn4VjdWkijimODZ5T+zTX+iJ4ssEJAKOYCdzY9+3zpdNp5HI5U3qBbQAwYllzfGrQN4uB1ut10x669OmaoA5xGQn6p4rexSLt1FjxA0zR+Ds9YoNbP3ExUHoOreVEo1sTK2goqIeDY8zzNpb30XHHMQrAgB1+8posccKQFGbKaRFdYHQB4HQ6jWw2a9rKfq+B3wQ5HM9keck4cS6mQZTNZkfcb34slI45kgthGSDXPBZW7DE2aXLGxOApSHm7qE39DXCzGHYntJkoPnQqYzI/ZHb4shUAcfHdSqWCVqtl4oqoVMlU8YWzc2SzWZMVxwA5ACZwnAiezJGmU6qCZ5voKtTf1IXCT7aD19H6IRRFyHxu+rLtCc2mMu134AJRronA/h4xULsrOmEHPWvb/cR97WrgPKeCdmbZMMC0Xq8jmUwa5onW8Pz8PEqlEsrlsqkXRYBEhimXy6FYLOLAgQMANsoMsA6T1nXxPA/VatUUwmu329i3bx/y+byJl+AyRmSUms2mqUHDiWF1dRWDwcBkBdLAufDCCw04azQaWFpaQrvdxqFDh8w5G42GYcu06KVtGeuzVXGNO/t313728Ryv1BF8TzQGtcBuJLsv9njzc9O52F57f2AjHqrZbCIe3yi1w/mI6flc41RjYjUjnNdmVrjneZidnTXXIHiiW9uOwxoMBlhdXTW1mvr9PrLZrMmko0s+n8+jXq9jbW3NzFHARmY5C1mynM/09LTxjHQ6HRN/OBgMzGoChUIB1WrVhL0QwClrxmdGY4fzsT5L/d8P4Iwbhzre7O+TAidgl5dnmUT8ABQw6r6wgQfjnpglZyN1itaiAEazgvRaGjRrAzz1T7M9VLAuC9YGM+NEWSpXmQK2I4wETbyTWMyR9bv3omNBv08iLotM/2ffpTLTFGomK7DMAQDDPNnHk/mhu5vWLBUvAZaOB45hViju9XomDoQgiwHkOgHpeNJxr8qQcSFkoBiPwcVa6WbQ+m/2ZDiOWbbfj58EKXtV6AqyItZpb8Vm5XdD7LHG8hUccwCMq5jg3eUGBmDGII9j2wlG6Ca0M9XUSNeaazynrhWrSz0R0HDM0ngh4OBxnFvj8biJM2TWII0TipYPsu9xHDETNPbGjUl7jG0FMKlsy23n54+0xcVIuTotf1PqTt1btJaHw+EIK0OFz5ICrNfE85M+1MJbGqSqxcDo8tN1i4BTnVWriwMYCVzXuCYFT8BoZWiei/Ekg8HAADoyWTZIUxeCX6ehcNLycy1ox7Gfuz3RRgr89IgfKwgEK/kwQN12QxGAVKtVxONx1Ot1Uw2cRSYzmYxZj7FSqZgClKlUasRCZbmQAwcOjKyfx4rczDQ6efIkut0uFhYWsLKygmaziXw+b+IvCJ5mZmYwMzNj3ALMiqUy7/V6xh2vbg3g1BpZrKHTaDTMvRUKBdTrdRObsbq6aurpkJXm81HjSEVjn3QsuRha15hSsGcDJwp1zyTLu0QyubhYXtXfQfOdbnN5WTgXUKjfCfg1AzyZTGJ5ednEFLFKOAvMugoqMxuccw+NDHVLc+5ptVpmHDYaDZRKJRPDRCMpl8sZ5qter2N5edmAMjU8uBoA77VYLJr17+hBaTabhtFeXV1Fo9EwSx41m02TGUtmjCyUi3ECNgpn+wEffeb63W/M6W9B7zdI9pR5CmNB+yFL+kxjsY0aFd1ud2TBRgCmoxHg8DgqbtbaUEvYzlxgG0iJsi1auFLddmyXnwVpW7WK2knZ2/WnXDFSfmySa4BrXJfruYaxnCM5c8S2vOzf9H/2H5drwT6fbQEqSGdiBZUmjQQGevN3noN9mYwR3Qnsi7lcDoPBwLgF6DKr1+sm84/sFQBjIXONOY593g+tWrLCwAboYO0ZLm7KbDwut8QAXlXaLPzHc2vadpCbxk+nuSbUoPfmJxF42hux34ffeNvKObUPMfzE87yRhIzhcGgMEoIQ7ct24WQ7uFwNIi4Fo6sMkJHicXoeGixsM89BEAZsxBva5Td0ZY14PG7KCXHM2bUTeS4lRzQ2ihI0vmyCQrf7EQwuY4b3AWzU6AorocFTEGMUhM630wm5v2a7MN5iODxV12VqaspU8iaaZoeiUmTsBoNMWU2VLgICsWQyiXa7PeJCsK/Jl0CrlxlLuVzOKOpsNmv8yq5yBbQUFHTxfvkCCQC5nx8i56TF7QR77Mh2u/2ecxCjFYGsvRX7fbkoa9e7dDEYNjhShWErdmAjJo9xGixMy+DtarWKSqWC6elpzM7OjsRoVCoVY81y3GUyGRw8eHAEVGWzWbRaLZw8edJk6fEvnU7j4MGDmJ2dNRmvs7OzKBaLaDabJouIGbfNZhPD4anqzHrfHAdksmKxmKlxpTFPpVLJ1JFqtVpmrTsuU0HFrgperXo+M/u56zO2y6OoUWUzUJxgyILrpBbJzotr7rLHT9B4s8ekjjUbPNt6XotexuNxMz+xTlS1WkU+nzdV+rmKBWMS1Qgvl8sANtbPY0wvAQ9j/5ipx2uR5apUKiiXyyO1DQuFAlqtFpaXl0eeS6fTMQYU2VGCqGQyiZmZmZFCmoxnJPNE9onME8uYaKYf1/Szx5rqKdc7s8GlepkUQLlImklCbIAJmaetonA9bhL2CXCnzRPJMnNHqW2bwQFgyhckEgnDVtGypND9wM7Ga5HVsrPX+KJpPdsAiYrPpviVQiSwsgcV70P39QM/Ohkqm0YLnvegWRYqQcDJBZT1mpHsjrgyUlSCGCWX2H3HZX3Z5yOjQ8XOuCgaMbFYzGTYcX05ur+V0WURTAIpZh2lUinU63UzjrRYJdOiacHSpaDxFnTFqRuebdC+q5XIWaLBFeuRy+VMOni9XjdhAepa4HOgPnBZykEMn72fi01WxU8dMalSj2Ry8RtHk85XfudzGTT2HEdWim5oV7KFMrN6bs3Ai8ViJg5JWVUCNAaWq8HNbDuyveoZYQkQO5mCY05jFROJhGGiuBA4Y7HIePEaCp4YJ8nQGgI/vSfOj35ssD3W+KmGowIov7kvrGyrSKbdacJ2snFgyr55W/FrABuDxln5m8s48IVRoWcyGeO+45o5VIZkngBgeXnZZPxoUB7Pk8/njRVso2JOJppdp5MMO45WILafDylUomXev8uqYedVNw0HzhVXXGHqdzQaDdx7770mY8kFSP3eFf/X7ZHsrtjPXZWAnwLxGzN+1rQdx+NSJjb7SrBSq9VQq9WwurqK/fv3G0XHon4ce8q8cpwxS4cMVafTwb333juygO/i4iLq9Trm5+dRq9UwPT2NAwcOoFwuo1Qqod/v47zzzkO320W1WjWGisYdEkTRsOJv8/PzhslqNBqoVquo1WqGNaY+0UmHY51lHZhFyPhL7m+njeu40nHLcytA4vNV3QHA1+iJZGckrKESBHjD7GOLy4NgGywEF51OB9VqFaVSCfv37zdr5HHc9ft9rK2tjTCWmkXHcU1PSavVMmvmMRaJnpRKpYLhcGjihpnxyv7OcxEk2WV1CMQ4T+dyOWOYrK2tGQaKrnrNPldXPlcUqNfrpm3K/nKscXzYbJ9thKgutdfK26pxsmN88DjkHSQuUBVkWatCZ8wRKxwzJkIVEylGPmgqV1VMRLsMquPD1U91p9nxETzGDuxW61GZKfvlcl+l7sdZK7wX212TSqVw8OBBE9hbr9dx4sQJJx1tP1ftZK7/9Z1FsrviUtA2cLL39xs3YQwdVTKqjPTaZGXVJc5FhlWxsdwGr6vZsEzDjsdPLXWyvLxsFDPZH13cmOdhogXbxcW71R2ucYR0gfOPypyGSyKRGFnDi9vZVlZortVqI4qcrv9UKmXYgeFwaKx6Wvy2+9Ueu8o6a9yFva8r6yqSnZEgwOT3v2tcus5lEwR+OtNPp3MskZGhy5vASj0lnU4HiUTCsLX2+ql0X/d6PZMZx4x1ZtFxjJFJZiwVi2IyHovnoMGiNd6Gw6GJhWQdK861wIaHxE6iYj/nfdFgISPFZWn4HLTkAc+njLDf/Op679zP3mec7JjbblKXnm1VuwBU0DF8ibQMibz5somKySBRgbKOTa1WQ6vVMi+FL4IVXLPZrMlEoBULwPh1yVrR7UDwxTbwT90czOQjbUmr3M6u05celJmjvlx2IraHrg4uaAyMriCuFomeM2iQ2+8hkt0R+33YylXdYgTZNq2tyomWHf8PknHvn22hO4FrzfV6PVP/hYHf8Xjc1E2joo3FYibmguc699xzcdZZZ5kFeNfW1kxckrq9S6US5ubmRgDHoUOHAGwE0zIWRPtyv99HqVTCcHhqJYFUKoXl5WXU63UzkVB5FovFkQwmKmyyXO12G4uLi+h2u1hbWzMZgNzPDqq1n51tlBDgcfJSoy+ZTKJYLEZuuz0WHXf6Z0/GwCi4tQ0cO1vTZkD8RMe8ell4bLfbNStnEOAwO5bHa6IGgBESgcYGa6ix/y4uLpq+W6lUjMeGq2+w9AANKI5xznO8No0iW1ZWVrC2toaTJ0+aOTEWi5k1YvncmVnPbNhut4uVlRVjwJAF41hTJkrxhB8g4nd137Mduwae/CQM8HHtz/+BzYF5rnPaVrHWfGq1WsYl5yp1zwdEoFIoFBCPx01qJ5UdOxKpU81kINDR2A9aBtoZtMCdvlANAFV3mz0geZ4g4KT78ZloJ2K71Ydtx2i4lHIQgLLbGMnuiOu9qEJl31B3FcGw9gP2WY19CCMu1sqeMNjnCXKmpqZMwDevSytZ2+x5ngnKZttnZmbMWpQARlKi19fXzfIsnucZMEFjhEUDmQmo11Q9QYtcFycuFApYWFgwyj8Wi5linxw/fJadTgcrKysmLEBjoujOo0KnFRz0DhXkqi7Q5601dCI5PeIad/o+bDDM72QVFXzZ79E1znQ7+5Cd7JFIJFCtVs140LAQGjA6pwEbNQQZjxSPx01QdywWM4UsNaOP2XLcn+CM4In7EURp2wnelKHis2OSCNtULBYxNzdnvtNt1+12zQLG9PZkMhnjxiNrpsahttcPj9jzKffXgtRhZE/SOPzoTP1fJ22/Cdw+Tl11tA7JAgEbL5ydWaPvCZ6WlpZGBgQnHWYXadabMkraISgETlzXjhMJrUvW0dCYJg2GU9EXzH3ZuZRB4H3Rokin05iensb09DSKxaKZWDSw1g+QuTrVOBAVye6LbTyw/zGzlGymLerWZn0kTT3W8xMM8dNFq9suC+DUeOEivqyxxuy7fr9vsnm0fhNjKejmY6VvZsvm83nMzc2Z2kutVgvHjh3D+vq6GUOlUgme54243DieVDhZcLsGkCcSCRNXxUSScrmMAwcOGOZWWW5m7B44cAC9Xg+1Ws2sj0mrmJm8uvqAHQOlOo6Tqst9n0gkjJ6KZHfEpcu0zytg4XyirmE9hjqZ7539W1kYHT8uhsoVg6WAjC6t1dVVs2YeYweZkMHMb2bCKpgiKNe1YDleWc6HK3jEYjGUy2XDWmmGH/ungi0KDR3ux1U5GGfMWCveW6lUwuzsrLnGcDg09RPX1tbQ7Xaxf//+TWOM874uPaOAU5+tzvE2CcHna4fKjJNtgSc/VOfHQo377gJNei4XXcoHp5lvSvUzS0EDRwGYlaS1I8RisZFsBC6QCmxk5nDiUlebusKADX8zK8nSR6yLBbsoYD4D15+CJ9slwziSVCqFSqViChqyE+vaRHYAHa/peo8RcDo9EjR2qPDIxhCIMBaIfYUuJxoY6lrSrBkqF7qcWHRSF/JUN6DdTgKzWCyGlZUVEwfE9hCQ9Pt9U3qALBBjiOjC00DyYrGI48ePo9VqGWU7NTVllqUol8vGMGD/t8FTLBYbsYqBjfpnOl5mZ2dRr9cBnFpOgoU5ucQE9cz09DR6vR5mZ2cNaBwMBkah08XAGClmAqtbH9i8hhbHNdvMTxpcEXjaPXEZ6C4dxzGVTqeNsWK7qzheCFTInHLu8XPv6fJjCqrtdhE8ke30PM+0ZzAYmMLL7Jue542MCxrqnItY4ZxjKJFImKKWOr9wLtF1Jvk8eJz2UdsFTfDEMbC2toZCoWAMi1wuZ3TD9PS0mbN6vZ7RHVwKhiUN6DFSHUKXI8+rNdzoGne9c/UaTSJbAk9hQdAk55jkWO6n/mAGwHHxT7rvGEBOq4AdlCiXlp0W2iTzFIvFMD09jfX1dZM6raienUInGXbIwWBgfMUckARUHCi0gpVZUvpTByKtBnW9KWgrFArI5/M477zzzCREi0PL4yu17PdcI9B0+oXARN+x1hOiFUyGU+P6tC+xzxBA28s2sD/QaGAZD7IqGpSqZTvUmHAt3cJ+1+12sby8bJZJ0QW2eRzLCFD5l0olEzdVLpdN+YCpqSmcOHHC1JnhemAuBc5r0ChSS1RBTKFQMGCIMVb9ft/ETFIfcQJSJpsG2MzMzAjToDVqNINIJ1fNFtJxrktXEChHY2/3xDbI9VP34eSbyWSQy+VG+r1tkBJ0aHCz6xrKUHHscZxpADT7rcbK8njGHnJeofGytLRk2GZ1R2l7GZPIuGDWYyoUCiPzTrVaNXG0nPNs1yVDRXgNFfZnxkMyY13LEnCsarasgi7el7J5Osb4zDR+mX9aeojvRhlBO7EjrGy5VMGkF9LjXJN/mHPaEz8RJpEn2ScCKLoGqAD5wKamplCpVIy7C4AptsfrsLYFB4C+eFr72pG1baRPWVpfF/3VOCgN9tUJQFkB7QxUpvZzIL1fqVRw/vnnm2KFPAcVt1o8LpA0jo2KZG9E+ysnbooyULpYNRUrJ3cFV3b/t8GTKiNO5EtLS8YdxcrEZKRYh4bKjbFXOi41C2hlZcXECbFNyWTSLAhMBc5zMGCbqdkrKys4ceIEGo0GFhYW0Ov1TPHA2dnZkQmBYrvVNaVZgSWXhanVaiPWPZW9jjFgI5ZDdRXHsTIRwMYaXt1u1wBRAkoyfNRZdENQD9luh0j2XtSQV/Ck7nJu16B/gnUaIvbabgAMa6oMFfsA/1T3cw6iUaAAjbG49EIQ6DSbTXieZzwhjAlkKQEyUAROg8EAjUbDgKiVlRUDntbX11EoFAybRR3Ce+U4U4+MPefwORE8kaQANggErXzOYzzPG3GhK4awjUD7uanO0vgoLTViZ+yFldDgyQ+VB+0bRiaZpPVB6bU0cJuKqV6vm8A6Ah9glOWZmpoyAEcXSOUDZRwErXVmHxQKBZPJRubJdmvQl5xIJIzVrRl2ek+cUNi5NFbFRsQKOHWyYgAuazktLCwAgKmkzDb5Pc9x9LW6TyPZG7FjYBQEabap9hFlWyh8dxr0qf3HVhx0B3A8aRFL0unsqwRPdpkANQzY39WNRWYtlUqhVquNVCqfmZkxY4ysFNOs9+/fP7I8DBWibXjYxgGfm4IgdWkzFovj2l54lSCW9wiMLmWjz9T17LU0Cp+jMk6caPmprp9ozO2e2DrQBqv25KyTthq9Cp7obeBKFXzvdr9Q5snzvJG4XV30nvMBxxZBnBZ/ds0HHBeaqMRxQwKAY4xhAIybZWVwtt92fyuQ4XYXA6cGgMZ0sV1+Y43n4XzJZ+o3h1HowlSWV405tpsgis+Wn5PItgPGXYg6rEwKnFxoE9hYc4esU7PZRLVaxXC4UeyLtWJs1wazb6rVqqk+rNYiWSzSplywcXV11SxYaqNVMkRMi+bxGjjHYxiXQeqU7gFVrorg/cAT3YwrKysjaeBclBGAUeBh0bX9vCPZW6GFqfEw6oaj+0qVs1q/wOgEr79rXAL3AzZYFP5ugyf+T6E1rG49Knqei+3rdDoj7siVlRUAMEtOsDZZLpczGXh0zc3MzACAOU+tVjN1mnRc28CNYhshNLZohSaTSZRKJQPayCLZDCAnR79z63a+Pyp+jZHUCcI+D0GUuhIj2Xux341tINvuJup3sif22PITvncGSZOJIgPFiZ7n076uTI89HxCMqYFDsFIqlZDJZEwMIcNY6LHQEh2MB7TBkwI6fR763JQo0LmHz8sFnlT84orte9Zn7Qpt4VzKfdVQVNffrjBPYSQMO2WjUt3mt/84QKbAgg+h2+2aOk7D4dAoaAUpsdhGGftsNmssQNKftO7ZqRlYx0DdYrFoKEJS+Ypk2bFIOXJQ2aUNtF6P3ocG+PmhelqyrVbLTEgMzo3FYsZ6UWWtA3sScTFUkey82OPIdrNRCbDGkMYk0UqjsiXw0mwhKlEXS0XRkhwsCslCeQqemJWmFjTHA+l9rcGiIELjkXq9HlZXV03NpUajgdnZWczOzprnwHsEYGIVmU1nu751IgFGjQ2OaxbhY7kDAlW6zuwJUBWuAk/eh11ygO3SsafP2vWd90ojLgoWPz3i0rPsp6ybp++WuprzAP/nfvrdjgni7zRu2c/Vfad1nhi4bo9bHdc2U63AgOOXISlccYOJHiQFeA0F+wQ9LhDjmqt1XuS9cQ7l81Xji3MsReOVFJzpWNP3oJhC9aYN6vgO+N783KtBsq3lWVy/ufZx3VzY8/J4/fTbn4CDsQO0FHq9nolxmpubG7FOS6USut2uyawBMBIn1e12zYKGrOJaKpUwPT2Nubk5w3RR2RGA8QWnUimTGUSEruAJ2BgMdqwTsGG9urL7tFMSLHIyOHDggJnoOp2OORfPz443jjm0B2jERu2NuN6LgmVmnJA1Ycoy44rs0gUK5LmQKPunAmqOU2bxsNaRWmdKbzPuiH2QbSWQGQwGWF1dNUYIAKN8+cnfGOB68uRJZLNZXHzxxbjooouMscLMPrr2FBwyJlC3KVvA8cPJiIyyLiZOVyVBHN15dOWrSw2AYaDoOiHzEASK+F0/VXgPZKvsiTaSnZVx+o7vTtlTYCNbW7O4qVdpdLAv2IHl+glsJDcwhoqGBkNGCCrYHk3pp8HC+2C/IQmghjiwMbfRU7G6uopUKmVKdszOzmLfvn3GjUc9wLmGcVNklF1sE9vPccD5jqx1IpEwixDzWWnIDd+LPneen8+R49lm0l3GiQt32PvpuwwrE8c8ubYFWcpB53AplEkaD2xYhBpIplQdXwoDQqenp0eyBvjQs9msCSJjh9CAUaVOtQNrFo5N7/OT1jGFrhaeVwGJXpsdxeW2s4X3UigUUCqVMD8/byZUToo2nel3LhsgbfXdRLJ1cTG0+vypWNRvTwtVqXRgNBiTzBT30XgI7jM1NWXAAzBamd5WUAQNtuuQ2z3vVOwH06ftMgjKDCmYHwxOpSEvLCxgenraZAwRcDHGT93xPI8Kz2krYj2fZg6qoUfLX61327KNx08tnMqsIDvmy2YBbEteRd+vgrRITp8o60QWVZdL4bjT4seq/zXmiIyssprsrywtokCEY0iF8wnL0BDYABt1DUkYKONkezt4DRpCXGibYI/jSq9reyzUXRdmvrf1kouVJjhV4KdATLPx4vG4eWb0Ftljzg88udp62mKeXEp+HDsxbvK2RSdzu0MT1So9SbRbq9Vw7NgxVCoVE9dQqVSMtTkYDDA9PW0CrrnKs7rTaK0q2JqbmzOKk+v40ApRC5juC7UABoOBKaangXccbKzDQevdDzwp2Mpmszhw4ADm5+dx6aWXIpVK4Ytf/CIWFhZGUjb5HHUw6bPXzup6jxHrtLtiM4I2eKGwz6vyVKZC3QUERYVCwWS+sc8wADWZTJoAba1NplYd+ynPz2OZcsx4Cgalsk3r6+tYXV1Fu93G/fffj1arZVyOasyosbKwsIBqtYrzzjsPhULBVAXv9XpYWVkxbSZzy+NUafJ5kDViu+l254RA9yOzcfv9vqnXxIwgfZa8J5tJ4OSm+7GNGk9hgzCX7rRjbCLZW1GdSyBLo4LxsXbChArnD44xLujLYG81WDQRQbP3dPxwbLAGmYZzcD+OA7rwm80m+v2+iYXlWNZ0fRoJ1WoV9XrdLBAMYMQA10w/+7trvrD7tQJMJS5IcKyvr2Ntbc2w6wpodGzpte1wBD2/bUjZY85u46SxhRODJ5cVbIs9GduNDDo+zPnta/C7onl1cwEwmStkoBjXQEXHuKRcLjcS+Gp3BI3ap/+XtL9aHjb6BTYC1dSPqwpd2QD+0SIJegb2vduZR9zHBZRc2/3eSSR7J7bFFGTdubJZ9DhaaLT66GLW2CgCEbqmCWTo5qNyUlCi7jGODY1xUKsdgLGiZ2ZmkM/nTbo+91Wmhd8Z17WysmKqJXueZ2IX7ediuxB0u/3dHiOqhDmhEUTaLJk+Y31nen19JzZwcrGIwKgCV2Yxkt0R11xl/6+ibAgZJLIedFsDGNHFdP/SuNAsOB2bjCkkyGD7tL8oo2nrfA1WV0NdU/V5Ho2F5Tyg4y2VSqHRaBig53pm9vxj76Psqs2oKYDic+WzVa+M3fe5H0uGKBHA67jesf1uVS8pSJ5krtuW2y7Mb/ydCkSVnT5cV8d1ndemwIHR7AO7CjiBBOn3I0eOmIVKS6WSWRtobm7OLJSYSqWwuLhoKidrOxicTfdHMnlqwUS2g9en0LJgu5WOZ2clkicYY9o206YJ/LSz2uyRDjh9juyANmWqfmn7nPzueg9hKNBItidUAKoICNZtY4Rji33KtqJ0f4IDTXFmgCmNDfuvXC6bjFW6C1jRnO0h88us0nw+b9xe2l+YXbNv3z7E43GztAJrOLGshroUGAPV7Xaxb98+Y+jMzs6OtJN9XBfjVpaMrIDtWqcoS0DrllZxq9UyDBRd+zrpcPLixKXJH+pOANwxhLb7lUJXZzTedk8UCLsYCb5fndyVCbZFj2OfooHOQq8cc1oaQNkU1m6jZ0RdwXZ2nTIvHNfcB4ApeDk9PT3i7Wg0GqYMBpke9m0uwstEKy2Gy2emfdqON7LneE1+UANDSQK6IalPaFjRPar6TP/nfSrQ0vflMjp5DnXDq8EXVnZ8eRb7dz80F5Z5sidu/d+2OPnJTqWsij6wbrc7kuYNbMRSkLrnkgu2JakWvTI8rvu0lSb/1OLVzsTBpgHA6XTaTEL6PFwgxvM8E8C+vLxs3DMcCH7P22ao7P9dFnYkuyv2e/b7DNrPJRwDZJgUWGv/1IBMKiYt9qjjRpd0odWr7kNloag0gY26Z3TzEbzY5Tm0qnen0zGTjAKVcQyC3/OwdZTqDo5r6gYG59vn1TgXFyPO/V1ji//bxyvIi5in3Rd73Ixj4rXPuFgN/s93xz5F960yTt1ud2TMcQFcJjCoN4LnIPPCcxOg+LVbVwHQhYS11hTrt/FZ0KXHBCjel85fLqZHn4lrzlYDT3UOhXqJxr7GNNtMlj2Xut6D65nofKzvapK5bcvLswSBHHu7y9evYk/SNvr3E32Q6q5Sf6pS+8Ph0ASkra6umu+pVMr4kJvNJnK5nInFUF+0IlktH8/OTItUA0dtC1SROMEbMxB4rlwuh0qlYjKCPM9Do9EwnchmJPjX6/WwsLBg1gFLJBK4//77UavVNsVN8c/lgnCBThW/ARPJzogdKGwDI4oqMz/woNs1XVjTrW1jg0ZEKpUycX7qxstkMiiXy6hUKiOV+XlturrYLsYbsZxGq9XC1NQUZmZmzLpWiUTClAThYsCsM0PGCgBOnjyJwWBgVmFnwKyyuaoUNdvOpRgZ8KuMj7oe4/G4yWxiXCMtVg3GtceJKnZ9f/ZkoUYT/2e7dcHTSHZH/Nh2PyNSGQoF+Pydon2S5Tfa7fbIPGX3ScYXapYbWSiWECiVSqa4rB07BGwAEvZR1vwjU8x5ju1uNBpot9sms4/6IZFImBpR1WoVhUIBxWLRzH022FdgowyQGnn6uzJFdtzYcDg0c/C4BcuDwC7HL69tz5v2sbbnZpxsOeZp3DZuD8tO+Z3Hj2HR322l5JoQ7EmE7BOLAHJ/KkiWq1eARlHFx+Nc9LzdHr5IDiBOCOpyoPvNdkFSoatSVxDEjsXKsidPnkQsFjMF11zvwu5wfpaL6x1EsnsS5lmHZQP9xo+OObvP2oBAY/9opaqroFarjViABEmajeoHLDiJcAIgy5NOp41C51jgvnR76Di0dYiOeVc/1/+1eJ5dGsBm4zg5KSukBpIaJDp52M9dJxj72eixLjYrkp0Tm7m1xQZUrv7F8/jta48j9hnOL3qsuqEIHpitSjaGRoyGqpAkYA0n20imaDA1r0mXM69DBlkJAvWy2N4Y3u8kz1xjfV1zuLoe1U1nkwB2rJOrHX74wtYPk5ICO1okEwgOvrKViGbF2cgQ8KfhbOTJTqQdyY7d0MC0wWBjsUOulTU9PY1MJoP5+XlUKhVMTU2hXq+bSq0az6AK1kb+wAYTxiJjtkLmPROoEf0ziK/dbqPT6Zj6Ns1m0wQa2q5Enkt91gBw3333md/02auL0DUI9Lkr++THZkSy8xI0bly/uxS5HYRt9wP2Sftd8jhWFbYtcMZi1Go1Y5EuLS2ZWL1sNot6vY5CoWDcXBw7uvCvrg3GdpLt2r9//wj7wz9ewzZGPM8zk4ZmKMViMWccoH7yfpmxp8/F7vPKcLvOqdm/nCxtZa8GmX0d2zJ2BZtHsrPiCkim2MAmzLhzjV0N3HYdz3PQfadZ3RxzjDcsl8soFosj60SmUimznh3nQBrmHCM0rjkmeJzWNwQwUgRUx4XGOXLe0Hha7m+zqq5nq3O3GgkcO0pKsP1kmBU7KJjSZ+2Kj1LQarNlqk8mkR0HTy6xO6GKbQXqpx+K5J/t97TrbNgWrn0euu0Ys0H2iCnbag0oAqdPFhi1EFVRazsU5bOz6cvioNLyCGwHfd8sqeCH+O1OxUB0Tlx+bIb9/PVdud5hJHsrrufumtiD3k9Ylor7+hk/uo8mKNByZf+joltbWzPBoARPTIrQmB51t2umG8cIXQkEYqo0NchTjQFlhPSe7Xuz9YTrGPu5+zFaOs60XUHP0n7utuIPc2wkW5etPNtxxmPQ2HTNfzwfgYMaPcDG8mNkiQAY8MPfOKaYKafGBdvBUBSCHsZc6bymY2w4HI6MR9vYdoF613zuum+KTQRwX52vXc9PE550jNgVyf1knEEaRra9MPA4xeyiNu3f7Ch3m9KzFYi+WKLoQqFg1rAj0FGXAFeXZ+fjb9Vq1dTBoHUbj59a8252dhbT09NmGQeiesYs2UCI1oKfT1vdAwRbiqyZLs7jWT6Bg4ltVQbKplF5Pg4AWuD6jBXI8fz6rF372+8yYp92T5QlpWgwo37aE7RtXXE/+1hlfe1rqTWmSooKmAqbinplZcVkwGUyGcPULi0tGdCkBggzeGgps9/v378fpVIJlUrFjGeutQVgZE07m11WZng4HJrMP8Z8aF0YHh+LxUZcHnwevV5vUxq1Phtb7GfEoHKOQQqfneqOeDw+wlCpi92uyxbJ3sk4oyWsAaKi8TfcT/f3Y6jYZ5vNJprNJjKZDNbW1pDJZFAsFpHJZFCr1ZDJZEy2uLr1OJewHIKWHmEsFeuocf5UpsouScIAcjt8xU700PsGNrLyXEaKrbMUA7g++Sw5F/NP66nZhqBr/gMwwg5PIjvCPAV1CG2s7m8fH3Ruv9/5IthJNEtGrUllc5Ryj8ViI4uDau0InpMFzvQ8dCnYE5S6xOzOoM9FaUk9Tvfj70rZMtMIwEjNDteAdnXIoO1BMg7FR7I7Mk5Za58ZxxQGAS+/a7tAl07sNvPDshrMIGLWHTP7qLC5D914rNnEVeg1lsgur0GXmD2+tb1qvduuBS0joGPRHquuZ+M3BvwMyKD9tf3cZmf7bGWsRrI1sfVvmP3CHqPH2f+75kI/soDHalA4wTfXh6NbXWtJcc5TUK/zGEEH42tdnhtNlLDHjcsgcyUZKVOkzyGoj/sRLrrdJlj0Ggrm7N+3wzoB2wBPtjK1G0ml5eoo4zqdn/LRl0Jrkxlxulghj9UOoRVItWOwMxJp25Yhz2MXLtPf7RfK73ZxS5t5YsfsdDqo1+uo1WpYW1szdConF1ZgZXwU687wObsmOftTgZqLKrUHgg4S+12Nm3gj2Z7YiidI2aq4LDoqSBX9XSdv+zd+2sqc28iYsH8S3C8tLSGfz+PgwYOGqdV6NgRPqsQBYHl52cRhFAoFTE9PY2ZmBrOzszh48CBisZgpYsu1uRiTwdpSbKdaucrAMq6JNab4zKhHeH+u8WELrxUUrGrvZ8eHAKOp5ip8ppMuGxFJePGLs1W3r2vS9wM5eg5bbN1qb7d/1zGpmZ2dTseMtUajgVQqhXq9jnQ6jUajYcJOlHkiu0vXOcdGoVAwWXzFYhGFQmGktpuCLDJiGpJiZ+nqPErhOchY24aPGg5qWLjED/BoG/yeoc7PvKYrPiqs7BjzFPQXBJbszhdkZdmdUwPFFRAoMNKXpMCBL53n1eBMovpYLDYSe+FnPdidn53Iph79Jj5dXoadTt2LGrDHjAi9hlrqLuCp223Ap7/bINCF1iPgdHrE7/nbfcvvu25znS9o3LmsRR3f7Ie0YNnvuZSFnWxBCzYW28g4AmCYXy5/wfMnk0nMzMwYI4iTiVrFtriUr+oAe4kNArpxOirIGAwS27Dy0x+63S+RJpKdk3Hjw7VvGEMyzDymx/sRBtzfnqNoOAMwY0FdcgxrsauYay0njgPWAbSre2tsos6NWpDX7tf2/dn3oaV27Hsdp4fs5+E6hz2ugsATMJrtGubaKhODJ0XmyjApMLFvgNafsjq8Ib48fvdT1PpJNimXy5l1sdSqY7C1Wr02sCI4oVXXbDYDM3Q4MWg7/RSbonC2R9vPttD11mw20Wg0DNVaKpVGAE2xWDSVnfv9PtbW1kxNHKaF24p2XKfSLAVus0GU34BwMVeR7J0EAZ9xACnoU48JuqaKjk3WYlFwk0qlRtaRdOkIGj/KEpORXVlZQbvdxuLiIqanp3Hw4MERw4jH2MYDJwOOB12Hq9fr4cSJE1haWsK+ffswMzODVquFZrNpGLFYbGOldVb3p9Gl92CPFXu761mp0RMEjFR3RrI7EsZ4t41K+3iOjXHvytb/4wwiHmOHdbAPs6wAQRGXW2L2HZM1aBRwnOhqAoPBwKwzWavVkM1mUSwWUSqV0Gq1TFyV1iLTdrC9OvcQvNmkBhlqYoZMJoNcLgdgNPuX+kPBVph5zSV+v3Ms29eeRLYEnmxKDBhdK0oVCIGKxh+4ArRcbIf+pqK+XAVOvJ79v8vfaqdCa+VkzaajZeyycF0PO4yVyDaQimU9Gw4ULc7JtjCFNJ/PmwFiU8v6HF3t87Ns7bYFTQB+9x3JzonLwrW3BwEoyiTAKQhAjbOO1TLW3+lK0HpmfversYscvzRs1Egol8sjZQW0n7p0iIKUeDxuGN5ms4m1tTWUy2UDkvr9vnGV8zzUDQCck4/f/QRZ0fqsdMJ1HePHrEWys2Ib6JRx44LHjBuHtoQ1gPz251yqgd0a+8T4QRr89KS4apopk6RjmDGMNFC46LCrnbbxoEyzEi2MLyYo0nAbHQvKsul9jJubJhFbn03K8IYGT3bmBx+QriDOB6FsD91qdE3xUx+mlpZX1GnfJBUW0zRZ7Zj+XC0qqTVblPVyTUzD4dDEUDCt2n5BvC8Vm4Fh51OFp/ejK7sDMMtdLCwsYG1tzSjv2dlZM0kkk0msrKyYLIhOp2N8241Gw6xGzffjClZnO5Sq1PbbCsIW28KIwNPeShAbRHEp4CCgpOfV89v9QA0P1++6TcEG+yTHI7N6XIGs1CV2UViOaY7f1dVVU8+mWCyaT2bZxmIxc+21tbURlyHrny0vL6PVapm1K+v1OrLZLNrtNtrttqmtxjgQrXujxQPVcPOrXm4blxQ/9so+Tl00keyOhHm2fvqR48JmnGywNQ5Mu9rix4DZOhw41U+YlBGLxQzzQ7DD+VKFcynnZ5YjIKnQarWwsLCATCZjsmoZA8VxyrmScxrJAI1/pstwOByiWq1ibW1thPXSmF1eQ8+loE8BmT1H+81j3O4aR/Y+k8qWSxXoiyKQ0Wh9DdBmiiSDHxkLQUaF7iu7s9mTNh8agZq65vinmXd8wIqo7SJ1vCcqSb40G4W6LE2dYFwp3/yu7Jai/GaziV6vZ4AQcMq6zefzmJ6eHpk8yE6Vy2X0ej0TOEvgqYuwuhSCi+WzkXeQIrEVfQSgdk9sZetihlwSlmFy7a/Xdp0zzLW4nf9zjHNJJF1uhGy00vG2cuRY5pgkwMlkMlhfXzeMFq+lQalaWV91wMrKCmq1mhl73W4X7XbbuO1UmXOM6XnUBe8HmsYx1EHKms/P/ovk9EoQ62R/d7FVLgPIdc6gsa5jkYDN/qNbjKClWCyOpPPznHoerfXE/k0jhKwra7fREAJGwb2yYLqNBg3dg1w6zAZzPB8XCFbwRKFOcDGBLmNOtwUZoEGGYZBMBJ6UkiNYogWYz+eNJaYNIqgZDodGGZGBYbwTwQdfsM0S8ZOAjRkDjHmyM+6ING2WjPdBxksfGFdM57IsvC/GVBEMst08Vlkc14vR55HJZMx9cTLwvFPrDtEHnEqlMD8/bwJk7dTRer2OWCyG5eVlxONxszq2rv2j8U92x7Cfi1+n0nfuusdIoZ95Ms7CtUGOHxOlYsfr2f/bStz+fTAYmLFVrVbR6XSM8qVhoP1W3RFkZtXFAJxS7Mzoy+fzRqdQ2WsWIFcQqNVq6Ha7WFlZQafTQblcRi6Xw+rqqllpvtfrmfMRfPX7fbRarRHLVScewF3F356U1Pjjnx1HwnPzj9eP1rY7PTIO3PgZGn6GzzjDxDUWw+pZjiOOGeAUe1Or1UbCPNgHbSCl4S7cznm7VqthamrKVDUnM0vPD0NMOAZ17HD8dzods5IGvUX0pLAtnA91Difry206lvzEFbbDe9Lf/fSkXXXdT7YU80R3HWlzpjUqmlTajinAAEZeJF14jPexl5KwETK3ESxxAUUyNFrszm4zRSlGHRxsQ6vVQjweNxSlBrAqw0RlqufWicSOVbCD1jVeicX0WBiwXC6jUCiY63NS6Xa7ZsFgLn+hAXeK9l3PQCc5ewDZk6rr+UVs0+mVIIZwHHDicZMwU3pNGyC4rDoXU0JreDg8VWbD8zyT8ePHsNjUP40Xno+ABhhdA2wwGBhWmwwUmaaFhQVj+XIh7mw2awoP6jVptdMCplK3C1nyO7OV+Iy0AKEWvVWGXJeT0udJxT41NWXuKzJU9k5cLEQYABVmWxCbZB8XZj8VjpV+v2/m6OFwaIB/oVBAPB43zI7ejwINnkszY0lwMAid8wxd4cySZdwwjSUuOVatVk15HWVyaeiw7YzZomuQrLV9z9pmnWPV2Ff2WoEXsFHGxKVPY7HY7oAnbRwLNzLmgIrC9tPTrcaXo4iUD4/Mi5ZW5wsCMII2qVjovtP4Kq1H0W63DfjQB+5XBIzX5Xdd0doGhQQztIrZBt3PBoDK2vA++XIZn1Uul5HP5w2rx+PoFi2VSpifn8f6+jqmp6cBACsrK4jFYmi1Wua+qdhpaag1q2IPct3u98f9I9l7mfS5jwNIfr+7rmUD6HG/q9AoYtA3V5dn5XG6GTRV2uUG57hLJBLI5XImK4iMtudtuMKXl5fR6XRw8uRJtFotVKtVk9VK8Far1VCpVJDP58247vf7poo5AQwBGV2OmtqtbeX9cwJgBXV+ckLiH7cBm61lgioCtEsvvXSidx/J1sXVt8eNvUkNy3GGjuva9lhVo4XGMOcZjodWq2U8KvRuKMuk7jZN5LLncYbYcG7RfbkmX7PZRLfbxerqKjqdDlZXV9FqtbC2tmbGPnCK2RkMBkgmkyMlSehB4Tjg2CM2YLv0036WGjakYTw2oLLnZI1d3LdvX6h3uCXmiQqCjFOhUDAKgoqFQvChkffch598sfbLotWldWJ4o8BG8S2KdgS+UC0vQIWt9DmVlEsBsu1kf+wgcIIndgRXQDk/+bKUYeOzpGWdy+VQKBQMEOW1WOm8UCigUqmg3W6jXC5jfX3dLC6czWaRSCRGUkG1g9jgyW/gBoGoccdGcuZIGGYpiIGyz+X63++aGpegDA2BfbfbNVWQXe46HqefAIzBQqMtl8sZxpuuOsYvLS4uotlsGrdcrVYzn3QFMM5Q1/Lq9XrG2qXSJniictff9ZlwrGkSDcMLNCvYju3isTQAeayt4CPZPZnEMAwzVoKYojCMr5/4scM2g6vxhkyIAk5lrrrqN9lsL7+zT9rB21p2iG5CFu9cW1tDs9nEyZMnUa/Xsba2ZsgMtp2eIs7x1A+6KLEaLlxuSWOl1Z3N8cN5mHOqeo5sEKVuSsZyTTK3TRzzxBtg7RNS8SzQxRtSS0tvglam53kjFCD9m6o0+VK4Lo+iRr5UdQmqZapAhtcgVa8PkqCvWCya6sb5fN4cT5bMRuOq2BS02dv1k23RF88gV71v/aOwYxBAHThwAIlEAouLi5iamkKj0UAsFjNFNBlwx+c9jn3i/0GMUyR7J2Gs3bDn8FP2QQCL/S+ov+i5bLDj+qRVycxWxgByvKg1q9a1KyuH45U6gy4GuuZOnDiBer1umCZm2XE8E0x5nod6vT4y6XD8UFEznlA/7fGqQmWtmb+63qZm62nGnoIqzS6KZG/Eb7yFYZ382Cr9bRxQsvfTcwXtG9Qu9tVOp4N4/FTWqXpr1FvE2mx2uwmadD7X+GKSIPV6Ha1WCysrK2g0GgZE1Wo1Ew6j5RFY+82lkzj26PLXOGkbvA2HwxHwpG3URDJtP8dhLLZRESCfz09krEzMPBEI0Pqq1+tG4dBtpcwQlR3R4HA4HAFNfHCDwWCkOrEqWwZvExSxwxD4aNsIktgpND6BDI5agCwixkJ+lUplpIQ9AZzGQ1CJ0+fKl6pr46kFwmP5wjUI1AYnivz5nfulUikT63TgwAHE43EcO3YMsVgM1WoV8XjcDBIqenZGHRSuAecCTH6Bddud1CMJliDLNuzxwHgLNyzzpOfk/y63mgtI6G8cS4xXYvwFx5rtNuBYYtwF4xwVPNEiTafTJhaqXq/jxIkTpvzH+vo6lpeXjbuQ8RtsC2viqDAIXRW03gufg229AxvueAImfipoIqCi/qF+04rQtr6LZOdlHOM0yfgLA47GvcswoMhvHGs72BcZZ8SMV3udSWZsk3Rgf+bcpnOn9l/2U70Gs1hXVlYM46RMFI0HjudUKjWSMauuQRovuiwN51kdc3YyBUGdgihlnohD+Kn3Q/AYVkKDJ40LIhIcDAZYXl5Go9EwriaiPFbE1krD9gvWc9J65EMEYJAhs+oUMStFZzM1fNFqJbJDsMoxFRwpda4qrcoLGF2fji9AX4ae286cUWuWn8BGnReNEyM1yY7DTs0OzevRVTozM4PhcIj9+/cjlUphdXUVicSpNbu63a7p0DYDYAvbG8Q4TUJpR7IzYivi0/nsx13bxZS6LGeOAWa29Xo9JBIJ80mFqYqcbnECpLm5OaTTaWOJqgLv9Xqo1+uo1+sm86fZbJpYQAItCuM0bKbYHrMu14Z9//Z5adHS6FH9QB2imcI02AimyLbncrnIdbfLspNjK8jgCTJMbEDux/raBs44/c7fWMqm1WqZeDydQ7XWIrBRZoTzNI9RxolsMMc0WV+OwXq9jk6ng1arhXa7PcIkc2kk9RxpggSvr8HlLteirXfI4CrbpKwur6nllRiDZa+PO04mAk/aYFqPVD5EcVQCXHCQPsx8Pj9SNRvAJrBE5cIXTfTIOCANPCeNyDowfPFK2fElacdUBTY1NYVyuYxUKoVyuTySrcfMASJfm/ojurUBEq+jL1jZL1Wm7LBcaoU+Y6ZLM6VT47NYDJBxVtVqFblcDidPnkQymUSn08HU1NRIbR1aDq4JLSx42g4TEslk4kf5U8YB4Z14R+Ms5K1ci8q42+0iFouZbB32cY45ZUl5Dcb1HTp0CP1+H/V63Ywjz/NMvabV1dWR5YuYJk2Xgo4HMlBatoTgjePT5a7TDCHAf3FZjiFei9fQ7DstOJjJZIyuK5fLSKfTmJ6ejsDTLspOME62+LG9fsyTn5Gk24OMqXGML+cYurU11pfztnp96DYmwCFxQdaXcyjHEpMoyDatrq6ahe459jjWAZhaT5zXNP6KZIWyXtyuBoxt8Ojz4nn1GkqYkPFisglJFY1BDCOhwZP9Evmy7AqgrBhOqpA3y7RFZY8ofICaCqw3rJatXlsfKq+volS6fiqAUzQMYISp0pfHTsNjCAT1hbLdmgrJa3HiUIuUgCaVSpl1fzQInW3WomL8nwBr3759iMfj2LdvH9LptAGzBFHMtmDnsgekDZL8Brf2gygOY/dlLwGrn7K33XNhmTDuYwdUu47hGGMCBlkoYCNukkkpxWJxZAFtsk10sbXbbSwvLxugxEwfBoqzLAp1BRlm6jC2mUYOx626CFQ36D34PQM+Q1vfUVfSaOJExWrO7XbbMGwReDqzZBx7FGb7dq61FWEf5pihG5zuMzVc2M8JqsiOElyQIaIbnOdlsgZJgHa7bZgnTbKw53+7jUo86NzKfVxjT41MzrsKpIDR+mu5XM7oHs6lOseHkS2BJzaWQEcVCxvIYMhqtYrV1VUUCgXD7miGmx24xWtoKq8GjKq1pw9U/bRaGVXBHv9sWk9jIOr1+gjjxGNIWRLUaGl6uhtYD4OBZ1pCQeOHbAaOGXPsfASZnCSYSadBqJqRUyqVsLq6anzNdAVqsB07CjuS3bFsl6pfH7At6Uh2XlxgJgxYGado7f1si9gGTvzN/vPrK+PYKrstBFccr4zX47iha6FSqeDiiy9Gt9s1NWS0anG/3ze1ZO677z7DQLXbbSwsLJgSBbrKAccjlbRawXb8U1jAGHai4zjS58nxSDdKPp9HOp3G7OxsNNb2UE43s24zzH5sVRidoL9zjlYPB70gCowoZGfIiup6q5pMQWHMU61WMytmaIYrXeZqjLnGGn/jp7K8LgLFZt3sZ2UTAhxnhUIBvV4PpVLJZLrbbsRxMnHAuN1IKiFgtHo10SndR7QQCVx0f7IqBAMay0Q6TSlDXRdLxWZ4qIj5onhNACYYnZYof6tWq6at+nIJWrrdLjqdjikdYL9Qpj3bz8pmefSlM/6BgJNAh2wUlSrvm8/I8zwUi0UMBgPs27cPiUQC09PTBnjRfaclDHSycLVP363rHmiJTDJRRrJ9CQI6rv4WBL78vrsUss046/X82Ghtp35XoRHD8c8SIhzzLMBbKBRQKBSMZUxmmPqBsUwMCGdmz8rKCtrttqlqrGNa22Mrcz92bJxMCpwUQNnWMttFRi4CT2eOhAUsk4Jp17gOe90w5+Y57H7O7xprSO8GY4I0Mcv25nieZ5jTarVqMly53BHZJxryNpOt7LRLRyiBYYMm13Nx6R37eZJQYKmSUqmE4fBUIdFdAU8udMcBD2ATpa3UHpUd3VVq4REIaEkDBm9PT08jlUqhVquZl8ninIqWNRZJs+8IuvQlaRtZXoFurn6/j5MnT6Ldbo8EigMbIJHKnEyaxiNx8VNWc7UBnstPG4vFTOA4OxjrXegagPTLkvWhNcA4CWYU1Wo1VKtVxGKnggNjsVOxJVyWgu9GXZBKcbreOTugAtlIoe+N2KBJt4dRqGHYKxfQUoY3FouNGBjsjzYAsOP+6HK3M0ttBpguOW4vlUqYm5vDgQMHsH//fpPu3Ov10Gq1zBIRnU7HKOzvfOc7I6Dp/vvvNwpcEyf0nm2wt1usg+pLZXzVANXnqfGlEXjaG9kqQHaxuX7nmoT51WN0rhzH9AYZSfydYEnd0XTZcV7R9VW5wLCCLJ3jT5w4gXa7jePHj6PRaGBlZQXNZhNLS0sjlcVt8DSJTApEeYytz9RoYgwYdZCrVmOQTOS287NK9XcbWCmYsvdlh6Ai1UmdQIu1oVKplPHPdjodw1LFYrER8EQXILeT+bI7rF1PhRlqXH9L99cXoOtnsX0a1E3r2e+FuRQhnxURv56fx2lKqR5HJqhSqQAA9u3bh2QyibW1NcRiMUPPMsBf61bZ90jhe9N3adfLiJin3RN7Ulexrdsw+7lkkt/tfqLjl78HtYnb2IfILGlmDDNJGc+nC2IzRoOJG57nGeuW2b6Mc2J1Y7rn/NikScWP5Ru3v9/3caKWeTTWTr+Me+9+86PLcBnHGLv2mbT/+bWRYgdRM3GBY5N/GnesjBOzw7vdrmF7+cmxqFnf9pzj0hd+z2Qn7tdlHLJkAhmoRqOxO8yTPkA/atG2sICNB02mB9j8gNQyBU7FHcXjcZN+z0y76elpw+4QVHmeN1JPSiv5at0UAhS6CHlNuqCIimnh2pH67ARke6anp9FoNMySKUToWnqA17ADUF3PFoCpeWFPnsx8AGBindg+ouVMJoO5uTmznhet8mQyaaq7NptNVKvVkZIIGmOiGXnKTOnkxmcaye6LHzXtkiAgNanoOLZjG5SJYpwgjR81DNRgIkNM13u5XEY2mzUZZlTa559/PmZnZ427isqZ7muyrGtra7jvvvuwtraGe++91zBOrVYLR44cMWvXqcI/E8WeWPW7BstGsnsybqxMMpZcQCCIHQraX//nuAoC0+NAiQ2W1Fgn08Sl1orFIrLZ7MiyRcpYcTweP34c7XYbR48eRaPRMOtHcv4haAp6jn7ttbdNCqL8zqdGCUMATp48iUajsclzNU62tDzLOLEZKO0EYahPu8aE5224/brdrslMoXJxgSftIGyDxuvQLafxO57nmRXWNdib+/MYMkA2ktYaNgw+s1mdIOEx/LP9y1pdlds5sAiqyuUyPM/D3NyccUfGYjGzgLCuFeRSzHZb2aH4F7kQ9kZ2w4U0jm3Sa4fps/bE7ze2yVYyrk/dzSzHoQt88/ra15mdxhToarWKtbW1kWw6XZqI1z5TxJ4Y/X63n6cfWx3JmSsuximIVQo6h2s/27j26096Lp0T1QBXxonzJ0NitA8SCGnNNLK/dowTV9DYDuu7U4xT0O96byxrsmvgyabtbVGUaqcKqivLDz3zWM2ii8ViI5lw2gnsjqNB1XYcARmTfD5vwBDBFeOJ9Jx2/AbPEY9vLGiqa98NBgOsra2Z9E9OCJw4gA02R58TBxknF7I/LB5IxomsHduo9Tb4PhKJBM4991yzePDq6iqSyaT5ZOfgBMTCZS4FrWmd+Xx+hHHSZxPJ3ktYl5ufZRukbIMsRB0P7P92DIS2gWOVMX3lctmwtrlcDmeffbYJCqfSVsDE/8l6Li0tGcbp6NGjqNfrOH78uKliTH1Bd7zfxHKmiuoDZf3s+MtIdl92gr0NGm9h22DHx/J8NqNjj3UeZxdkzuVyhlUql8solUool8uoVComG54xTgxf0WxyxjY1m00cOXIEnU5nZBFuGutsm+v/MM/O/n+nxrHN0DN4fDAY4OTJkxMZKhOBp3EKO4hlcT2QMK4G7UDqUrLBEzuUndHHNnGbslvARhwGywzodVWR8Vg7MJ5KHoApCcBJJchicL0kbmObtLilxofxmkpD8niya+VyGQBQqVSM2y8WO7UWIQeCTnZ2OzjxaZD/dhRBJDsrYQHUJOK3f9C5dMzbxoa9hhtZJmWf6MojS2sndqjirtfrWF1dNcwTKxez9hMZah7/QOirQexCkKEZyX9PccXu+I1PNWBslkn/OP7sgGnN+GQFccY0NZtNNJtNs40V/YPiesPe326JC9AqHrAxwDgJDZ78ouT1Ygz6tlkV+4H4oUkFKraoMrSBCd1btNDYafg/j1VQpeBJ3Xs2WCBiZxYC3YYsAsZjCDiYEciSA2olEPBoJp4NqMiCqbvDBpDMEmA8lx1vMjU1hXPOOQfz8/MYDodYXV3Fd77zHRNDVq/XkclkzCBgfR0G5OpCzuoHVpAWyekXWxnYSnQ71q9rbPrtowYKv2vVfmaysGr27OwscrmcWYSbMY0cRxzPWjV8cXERKysrOHbsGBqNBpaWlowlrJlID0TGiWIrdL2fSPZGdvJZu8an3zXGGS4uN5z2FzsEg2OJY6tUKiGTyWB+fh6FQgFzc3NmkflCoWDqivF8dGUxDKXZbJpsumPHjqHZbOLEiRPo9Xqo1WpmbqOxv1PPcRLGatwxfs+Qz09ZszCypVIFLrHZJJfCDuOLHOducE0GNgPl8jXbrjJNvY7H4yMrRysgoTInkLCrIStrZcdCuQI+9aXZwJL/67IzdoYd71HTTW2hSyUWi5kaFvl8Hv1+H81mE57njQT0aQVyZRBtEBsp8b2TsIDHT0ED/m66cWDL7zp6Xv1U9zz7DtkmMkx0GdhF+TjmqHSZDcqgVGbxLC8vG9aJjJPGIWpQ7aR6ZxLZLcvYpb/0L5IHjrjmn91m7fX8NM61/I+LbVLWiePRLl9AxqnZbJoaTsym4xJIXL6IxMNO39dOiwvMboXl3TZ4coEDDTbjNj2PHxOl5wxS/C5F7kcV2qBOgQu3k7XyvI3FiSksY7++vm6CrvmQWR8COJUpp7Vq6CrTjAN7wrBT/vm/FgElY8ainrabhPU5CJa0/fF4HPv370epVML6+jqq1Sqy2SzW1taQzWZRKpWwsrKCTCZj0rt1LSNaIryWMmeR7L5sV/H6ASr9zd5Xv+sxakiwLxDcs1xHsVgcSdRgEPjc3BwymYwpowHAZLDGYjEUi0VkMhmTCcprHD16FMeOHcPJkydx9OhRtNtt1Ot1c23VMX7M+APB5eUCTNRLEfO0N7JTzziIPNhOO1yEgv6m7C+XNNL16Obm5pDNZk2ma7FYNNl1uVzOEAO6ZBCB0okTJ1Cv10023fLysknxtxOX/AD/dsdh2ONtIyRoH57XjskOK1uuMO4nYdglG5n7KXfX+Vw3FzRJuNpmXxMYXTNH28dAbVrCROpcs4e1pGKxGLLZ7AibozWV7Hsg0lWwo8yPXTdKXSLafo2F0u08byaTMRPUYDBArVYzbr/BYGCqv7I9Cu5cQfkuijiSnRUFx2H7tuscYdmlSRS9bRSxXAaXcVD3G+MoWJKApS40IUQDxFn1l9eo1Wpmod96vW7c5S4lF9T+vQZQQbrHtY8+/4h5euCKixTYKdbJ5W3Ra1JvsxaflrDRmEMmOGnNPs4VnLeYqETGiUuucKFfZX11brIZab/nslcSBKAANwM1iew4eGKjVOyb8CtZoADApVxcQEs7D/dV95zuq+eyxWZTuB/BENfRIiInU1MsFtFqtZDL5dBsNs2SLdls1oAtTiq5XA6x2EYcg7rFaNVrWxhES3ZJK81ysPDe7NXoOSiKxSJyuRz6/T5KpZIpwwBgpF2kZTUA3s70YJ2qSJnvjewF5e831pQBIeBRQyCdTiOXy5mSA6lUysQ2scI+68js37/fuLcZ2M1+7XkeTpw4gUQigYWFBeOW63Q6WFxcxOLiolHifm5q+37YZh1reymTvi8/5ikyVHZfdppx8ju3n0Fkz0t+xg2PZZ/gvvRSkD1iqR6yvrOzsyaByC5OSwaZ7jkyTgRMJ0+exNraGo4dO2ZWqVhfX99kwLhYsO0+u7AS9Kz4OQkDNYnsCvMUBnmOY5QmsZj1hblengtETXIvBCe6VALROwCTYk03FzPa0un0CFjRF+qi6Pmb1q4iYFF0r+yUnk/BlR5PGjcWiyGfzxuwR2uf19ZYE37nc+AnkwIi2T0Jo2j5+05f1+6Pei3dRkaJyxHpWlgsbcHyG4VCAbHYqZIjOgYIyMh8VqtVY+U2m00T40QGN6gumf0saFycDvAxTmEHAVbdL2KeHhgyyeS/XYNIj6FnguUFyDQp60sDx07K4LnINjERSuOb1tbWUKvVUK/XDeOkMbJqwGv7bCZq0mc0ieyWLgwjOw6e/Aa7DRyCjvdD8UGuNhf9pi4ul4Jytc9PCEpYE4JAgwXCCEq45haz2RjrQfeZ1n/yA5XsfPqpzJTuy7Zr6QJl4xjEVy6XUSgU0O12USqVcN9995kJjvFP09PTpgo51xFTJkoLckaye+JiV4Mm3Z26ZpBS5xii9To9PY39+/ebmjGaCl0sFk3f0yDSXC5nGNx+v4/FxUVj6Xa7XdTrdbTbbZP6THbXr700Dtj/td27WRtpUsPPFj9XgQ1QI+bpzJdxjFPY4/08LcBGNrka1kzCINvLJY1ouGhtNTLAOp+wej9rJ7LkAFmner2O5eVltFotVKvVEebZZbzrvdifkz6TSZ+XPjPXd7t9484dVnYUPI17QOMUShAFF6SQ/CYW1+d2XiKVtEble55nqp0zQ047cy6XM5NGqVQyyt4GdWyjZizZIJCsj4titJksZbtisZhZlqZYLAIAVldXDUMGjDJpnLC4sLDKVmjZSCaTIDrfBaz4/261gd9jsY0q/VzGIZPJIJ/Pj7jpdBkf7S9adqPf72+KpWg2m8Z1oEaKXYrDbpN+57Ng213W8U49H17LNUmMey8ul4f9e8Q4ndkyCXAK8y6DvDaq3zXOMJfLmdALzjv8zoBxTU7iORivRFBGtlez6hqNhgFZdvkhvzb7AaedHoNh9N5OGpcu2THw5FIGdtFJO17GTwHZ5/SbOOzYKT+k6wIqrmvYx7mElqAqd9aIGAwGyGQyWF9fRyaTQbfbRTqdRqPRQC6XQ6/XM+sF5fN5VCoVpNPpkWdHF50NggCMBNpqcLdrgDE7z/M2MgjJQDEGKpvN4uTJk1hZWTG+c6aNN5tNkxHFrAqbgYpkd8UFnHZCGYw7r/YpXdMxm82aSsSFQmEk4JQgii4EPQdLgXD9uW9/+9smk4cMp668bi/toAyMXZtFQRL3te9hN2U7bKBLF9lMVASizkzZLeBk9x/9nzFNHIeZTAaVSmUENPGT3g266yhMvGB9PwaHk3FS44VJRXYyFT91fLvm/70ef37gc1IGKqzsGvPkUl5BlJvrXEEPxgWobAlCyOO2BwkZKFXcpFOZvs20f1YbJwPV6/UwPT1tgIx2PL+YDq2OzklC6X0bNLJ9ylDRP866O5VKBZ7nGWtDJygKswjb7TaAjRioaL2t3Rc/gLNbAMoW7Wcs00HGqVQqORfgpsvALpTHa7Bm04kTJ0bWomPNMb92AqOxfvyulrANnvayf7qs7CCF7sdW2RKBpjNTtgOcJgHa9hjSEiBcF1LddmSa1E3HGCjqd7K+zWbTMEudTsewwMy246fffdtjUVktl9dkp9knv+c4DkDtpGwbPI2jn120umbG8dgwE4MNvoJAl8ut5ToHt03KQAEbEwtTNweDAZLJpFkBHjiVlTQYDEw1cpYzKJfLJgOO1V9Jx+qgsS0PBqf3er2RZVrsde6UlrUBFwBD7c7NzWFqasoseUFXC49hu1lJlueOYjHODLEVrIqttFxWmGt/YAMo03rN5XJmHToyTEyBDsps63Q6pir44cOHTZ0YAicXaHexxLYe8QNHe8U4jZMw4MiWMEZlJKdXdgo42efzA91qDHAccgxq+QF119nLagEbjNPCwgIajQaWl5dH3HK9Xm9kTvFjm9hWv76q48819++UBGGFvWKgdoR50kapi8x+iIqAdfuklnWYBzeuk/sBsSAE67q+vYhpMpnEcDhEr9czLM/U1JTxG7OzN5tN5HI54xLhJMRiZWwLr6OLC2u7NLtORQcALRa9Pw5GZkJ5nmcsDVZbB2BSzBm8q/U9ItkdCWspBSlj/j4pc6VK2/M8A4y4Dp32adaS4T4c19p/ut0ujh8/jmq1iiNHjqDdbpsSBZSgKvxBwHDctp1Q2JP2c/uaYXVakK6JQNSZITsNnOxz67ylcyrDMxggrmtE2n80wjXWj8Z7o9FAtVrF2toaVlZWTBYds131z69drnuyyZAw/TVsnw6jq/R8e8lAbRk8uSxYF3DiPvbfOIZnnLIPOt6lwPwe6qQI1nUNAkJNqWb1ZJYvYMB2t9tFMplErVZDMplEtVrFcDjE9PS0iUeyqznrfRIkce08LTPAdhFM8RxMB2fBT2WP0un0SPmFer2ORCJhXHVkFFjbgxkaUbmC3RW/SVjFr14a959ku31tVYgaoErrV4O4abk2Gg0AMIYEC8lyLSx1z+m96H2EYZeDtj9QxaWXXLo0ktMjuwmcxl2PbjhmtrJEiMapqttag7sbjQa63S6OHj2KRqNh1qezF/PVeXkcc+R6FmG3bfU5bHWO3k0GalvMUxjGyQWctiquBznuxl0ALOh7WAbK3k9daOvr64ZBooVAa50gipXK6/U6stnsyKK89Ffb11VXBTP8lAEjaIrFNhZo1EwJF6DV63Ewsp4VC28Cp9yPDIzvdDpRuYJdFIJeV79UCcOwusSvP+t2TUawwRPLbsRiMRNwSlcyi+j1+32sra2ZYpfcT2uY2dd3tSNofO8FsPI711YYqTDswyTbI9kb2UvgpGOanxqryrpNrOvExeG5ryYccUWJZrOJxcVFVKtVLC0todlsjoAmXpcsl80kBT2HSfbbjowjS7ZCjmxXJgZP22WctiK7gWDHgaRxgMp1Xu3AAMxkUa1WDcOj4GllZQW9Xs9U/uakyargDMbVGh+8poIntTb0d2AjQ4+smE6IOkjoL+d5yJiRcWLGVCqVGlmvL5LdEQVQwN4ED2uf1yr4dt0xvv9+v492u421tTWzgCjBk8YCsrjeOBbX1h3frWDCz0qPmKczT3YbOLmYEX7SGCZIIoBSA4YgqdlsAsDIAtu9Xs/UaiJoottcr6Ht8GOe/GQcI7VXMgmAsu95qwzUlpgnm3HihccxTpN2riDWJ+xkMilICvPQg47VyYcTDACzcC990iyf3263kc1m0el0TLA4wQz92ABGXG42eNLqy/ydC7AyvoRuO1r9bA/viRVpmQ5LpqnZbI5USWdphQg87Z6Mo5v34tq0TGnFEmwTqDOVeW1tDSdPnjQZOwRUNqDX8/spbP7pONpJw2krMg7wTfJOxoFBeyKKwNPplbDAKey2sPvwurrOKHWygieGhwyHQzPmOBewZtry8jI6nQ6WlpYMcCL760rc8iMGgp7JJOxwkFFky6Rz/14zUBOBJxsA+Q3scaBpEmXgp6S28zAmZZkmVZC6v+d5poM3Gg30ej2TUkogUqvVEIvFzKr0tPa5Fh4wWmDQvh4ZKmWhyDgRxFHIPhGMaQ0onosp6Sz4yfgVTqYR87T74lI6dr+yZRKDYty+9hIOrPvFNOd2uz0ShMolHgi0ghScH5Or4Gm3xU8xb+f4nRIFTbtV5DOSYJmEcdrKfkH9z89Lw/7AOUXZ3WazacAUq/ivr6+b2k3crn3KvsegDNYw23bqON13NwGUHwMVVkKDpzCUuzbODzwFKUhuD0Kr2wFMevx2GCltV9C1uA8DapmNF4/H0el0TA2o1dVVk52nmUqDwcBU/tZCZyoEP3Tz2PVyuCaf7fpj28hQkVnQLCpWSAdgrBbuvxcT3H9XcY0jlXHPPuj3sOCECpYsFFOdV1dXkUgkTDA4i1zSQiYrCmAEYNtjwsVa+zEw4+5ru7rhdEnQ5KKTXFRTbW9lrxkn15xEl709RgieWOCS1flXV1exvr5uVo1gmAbBlWZea1kbvWcXmDjdwH23AdR2ZMvgyY/eC7KOXUouDKNk04pByNzvvEHn9/stDICaRDiZMGBPq43H43E0Gg0kk0msra0ZkJVMJk2gIDC6rhwBE0GPAiTSsxxE3J/PhoyCMlu6D+OzhsMhSqUSksmkSWvVauOR7I6o0py034U9Ro0VvzFHsE33L0E2jQHP2yhnoIDL717sa7tcBfZkMul9BUnQ8X7XHXdcmN/Hia3jXM8skt2XM4Fxst3ddJO3221Uq1Uz3nq9HtbW1kymK+MNaUSzKCawkdHqxzrZ7bGNm6D7CzPvbke2AqAm2W+rxteWs+22wjjZ4tfYraRgT6JoXQo6DCPl95DHPXQex/IFnucZNqnb7RoGKpVKGXealhYgeKHvWy0TOxuOPm8G6dJlqBYHj9cihcoo0R/OxSVTqZQplsmS/WxbJLsnrqw7INiVze1hFIbu5+rnsVjMKGAu1OtSlIyf4za7jpufhWvfQ9B+el9B9+R6Lq5rnUniuu8IQO2t+D3j3WScbNEEIN233++b9Ua57FYsFkOn0xlJ1tCxpx4GnSeCxt64fmbrF799zgQAtZV5fFLZEnjyQ6Rhgc2489r/bxV1bpVl2s6+49oDwBSZZC2lRqOBWCxmqsM2m02kUik0Gg1ks1kDZLhekd3RNd6JQusjiAVQdkFZKP5GK0VdeGTIIuZp90RBExeDBvz74TjFEgSU/IR9wWYr+b/uZ4/VcYaJSwm7jnPdcxgJc8w45no3RZ+Z3z3bACqSvZfdZpx0u4t04Cd1OQEUhRl11PM6tnV9VMBtyARJGIIhzLHjZJxBFOa8OwXYJj3PxODJb1D7UY5hGacg4DQOXY5rb9A1/UBREHIdt++4tjAOaXV1FY1GA/F4fGQZFO4zGAxMIC6AkcVYuYyKXtd22ynA4fvR6rOcmLVKOmuK6GBjDFQ6nUa32x2Z0CPZeeH7UdBE8euXrjGyVeDENuj57bIYPL+66vzAlZ8oeLe32wDLBlpB53Yds13ZTYvaDgp3GTGR7I6cyYwTv3O+4DzheRtZdTZw8pufx83DrjnMdY4wLI/f9fyuHRaUBUmYtvnpj0narTIReAqyhOwXP+l5T5eMA0n2vtthnHgdZaAAmIBbMk/5fB6ZTAbtdhutVgvpdNpUb2bRTZuBYoyTZtf5TSB6rzYDxWw6O44F2Fhbj/WgItl90Yl0nLJzHRsEnIL6swvQuI6zj6d7OOhe7Pa72hXUdj9Dyz7fTuuVSQwx13H6PWhy098j5mnv5XQzTn7HqRFj1/WbhKUMGh9Bv/mNVfv/3TAy7PZN+ttuSGjw5Fd11H75QSgyLDPj2t/P+gwr446zlXMYBmockvXrnFpscH19HcvLy1hbWzPZESqe55lU01KphMFgYALM6U5j5W9Su4PBYJO1amfbaeAg41oYA8UsPwaMK5BKp9OYn58P99Aj2bJMoggBN/29VeDEfqL1YLSv6DXV6tU1uNiP7POGuZcg5smluMMCu62I6zkFWblB1i/FxTSpe9SeDCMAtXdypjBOrnO5+iEzW+11Y1011ngM99dr2eyV7svf/YBVEKEyiYQ1eLYCoCaZt8PKthcGth/+pBJWMWzHGpgUkdv/T/JbmGvakw+p106nY1a6brVayGQypqRBu91GMpk08VFcEoMTGoGYLsXC2Bn7mvZzspU1ByFBmA2cIzfC3osfIHApX1smAU72cUGsiR8DNG7SHweAXG0fp7hdCjCM4RMkrmv6HT/uvGGZJntbBJz2Ts5UxgnYDGRc24MAdxggHrSPy4AZ1zeD5kw/2QkAtZPHBElo8LQbjJPfy3JNEK5jw3Q6/hakZP3Ehbxd/9vtCatAdQ0iMlD1et0UI2QWnC60SgYqFju16HCpVDLAS60NWrdahZzf2W6bMdCFhHmMXcIgUuZ7Iy6wNG5c2P3Pj5UKwwBNTU1tYnG0bwEbS0HYfcoG7HYbbYaJ3+24Kt3PBaD8lLwe41L444DmuGczCevkOqfd/ggknX7ZC8aJ28MyTto/XDGIPEb3Y/LQJAaS39iyx7/LmAjqt0FAKKh92wVQQXO8a56exKBSiSiEHZStKEBV8gRRzKDgH8ETf2MAoQZ7829SAOf6zQWM/ZiPSM48Cat8gkSBzThWxM+wCnsNv+96br9Pv+Nc13L973etIGAT9rkE/RYGOEWA6sySrQAnPwAWdowA4XS2a9tW+09YcGQfM+663239OeZFs2EkkUQSSSSRRBJJaImYp0giiSSSSCKJJJIJJAJPkUQSSSSRRBJJJBNIBJ4iiSSSSCKJJJJIJpDvWvB0zz33IBaL4V3veteeX/vTn/40YrEYPv3pT+/5tSOJROU///M/8djHPhb5fB6xWAxf+cpX8MY3vvG0BG++613vQiwWwz333BO43+lqXySR7LW45orrr78e559//mlrky1h57Ow4/u7RbZd5ymSSCI5M6Xf7+N5z3seMpkMfv/3fx+5XA7nnXfe6W5WJJFEsgvy5je/GZdddhmuvfba092U/xbyXZtt53keut0uksmk73IRuyXD4RC9Xg+pVCoqKBnJaZM77rgDD37wg/HHf/zH+Imf+AmznSUwMpnMnrbnXe96F1760pfi8OHDgZb16WpfJJHstXz605/Gk570JHzqU5/CE5/4RAAbS22l0+mJzlUoFPDc5z53x70trja6ZDAYoN/vj6yN+t0s37XMUywWO23KNx6PR4o/ktMuJ0+eBABUKpWR7VNTU2ZZhzNRzvT2RRIJDeTd0PPJZHLHz7kXwkXr/7vIjtEijFO488478cIXvhDlchnz8/P41V/9VXieh/vuuw8//MM/jFKphAMHDuB3f/d3N53j5MmTePnLX479+/cjk8ng4Q9/ON797neb3/v9PmZmZvDSl75007G1Wg2ZTAave93rALhjnq6//noUCgUcPXoU1157LQqFAubn5/G6171u0zpcy8vLeNGLXoRSqYRKpYKXvOQl+OpXvxoqjsrlI37iE5+Ihz70ofja176Gq6++GrlcDhdddBE+8IEPAAA+85nP4DGPeQyy2SwuueQSfPKTnxw555EjR/DTP/3TuOSSS5DNZjE7O4vnPe95Tv8yr5HNZnH22WfjTW96E975znc6/dEf+9jHcNVVVyGfz6NYLOKZz3wmvv71rwfeXyRnvlx//fW4+uqrAQDPe97zEIvFjNVoxxSxb/zZn/3ZyDne/OY3IxaL4aMf/ajZdscdd+C5z30uZmZmkMlk8OhHPxof/vCHN13/61//Op785CeP9MGwi0m7Yp5isRhe/epX4/3vfz8uu+wyZLNZXHnllbj99tsBALfccgsuuugiZDIZPPGJT9zUzz/72c/iec97Hs4991yk02mcc845+Lmf+7lNa0kCMNfIZDJ46EMfir/5m79xxqEMh0PceOONeMhDHoJMJoP9+/fjJ3/yJ7G6uhrqPiM5vcJ+dscdd+D5z38+SqUSZmdn8drXvhadTmdkX/a/9773vXjIQx6CdDqNf/iHfwAAHD16FC972cuwf/9+pNNpPOQhD9k0lgDg/vvvx7XXXot8Po99+/bh537u59Dtdjft59fX/uAP/gCXX345MpkM5ufn8fSnPx1f+MIXTPuazSbe/e53m4KV119/vTl+p9voElfM0/nnn49nPetZ+PSnP41HP/rRyGazuPzyy83c+KEPfcjc0xVXXIEvf/nLI+f82te+huuvvx4XXHABMpkMDhw4gJe97GVYXl7edH1eI5PJ4MILL8Qtt9ziGz/5nve8B1dccQWy2SxmZmZw3XXX4b777gt1n0a8HZI3vOENHgDvEY94hPfjP/7j3tvf/nbvmc98pgfA+73f+z3vkksu8X7qp37Ke/vb3+497nGP8wB4n/nMZ8zxrVbLe/CDH+wlk0nv537u57w//MM/9K666ioPgHfjjTea/V72spd5lUrF63a7I9d/97vf7QHw/vM//9PzPM87fPiwB8B75zvfafZ5yUte4mUyGe8hD3mI97KXvcx7xzve4T3nOc/xAHhvf/vbzX6DwcC78sorvUQi4b361a/2br75Zu9pT3ua9/CHP3zTOV3yqU99ygPgfepTnzLbrr76au/QoUPeOeec4/3CL/yCd9NNN3mXXXaZl0gkvPe9733egQMHvDe+8Y3ejTfe6J111lleuVz2arWaOf7973+/9/CHP9z7tV/7Ne/WW2/1fvmXf9mbnp72zjvvPK/ZbJr97r//fm9mZsabnZ31brjhBu93fud3vEsvvdS0/fDhw2bfP//zP/disZj39Kc/3bvpppu83/qt3/LOP/98r1KpjOwXyQNPPve5z3m//Mu/7AHwfuZnfsa77bbbvI9//OOe522MVZVnPetZXrlc9u69917P8zzva1/7mpdKpbyXv/zlZp//+q//8srlsnfZZZd5v/Vbv+XdfPPN3hOe8AQvFot5H/rQh8x+x48f9+bn573p6WnvjW98o/fbv/3b3sUXX+w97GEP29QHXeJqHwDvYQ97mHfOOed4b33rW723vvWtXrlc9s4991zv5ptv9i677DLvd3/3d71f+ZVf8VKplPekJz1p5PjXvOY13jOe8QzvzW9+s3fLLbd4L3/5y71EIuE997nPHdnv7//+771YLOY97GEP837v937P+9Vf/VVvenrae+hDH+qdd955I/v+xE/8hDc1NeW94hWv8P7oj/7I+8Vf/EUvn8973/u93+v1er3Ae4zk9Av72eWXX+790A/9kHfzzTd7L3zhCz0A3ote9KKRfQF4D37wg735+Xnvhhtu8N72trd5X/7yl70TJ054Z599tnfOOed4v/7rv+694x3v8J797Gd7ALzf//3fN8e3Wi3ve77ne7xMJuO9/vWv92688UbviiuuMGNC54qXvOQlm/ra9ddf7wHwfvAHf9C78cYbvd/5nd/xfviHf9i76aabPM/zvNtuu81Lp9PeVVdd5d12223ebbfd5n3uc5/zPM/blTa65J3vfOem8X3eeed5l1xyiXfw4EHvjW98o/f7v//73llnneUVCgXvPe95j3fuueeOjOeLLrrIGwwG5vjf+Z3f8a666irv13/9171bb73Ve+1rX+tls1nv+77v+7zhcGj2+9KXvuSl02nv/PPP99761rd6v/mbv+kdOnTIzHsqb3rTm7xYLOb92I/9mPf2t7/du+GGG7y5uTnv/PPP91ZXVwPvUWXHwdMrX/lKs219fd07++yzvVgs5r31rW8121dXV71sNuu95CUvMdtuvPFGD4D3nve8x2zr9XrelVde6RUKBQMk/vEf/9ED4P3d3/3dyPWf8YxneBdccIH57geeAHi//uu/PnLsIx/5SO+KK64w3z/4wQ9uAm2DwcB78pOfvC3wBMD7i7/4C7Ptjjvu8AB48Xjc+/d//3eznfeo12m1Wpuu8/nPf94D4P35n/+52faa17zGi8Vi3pe//GWzbXl52ZuZmRnp2PV63atUKt4rXvGKkXOeOHHCK5fLm7ZH8sAT9sP3v//9I9td4OT48ePezMyM97SnPc3rdrveIx/5SO/cc8/11tbWzD5PecpTvMsvv9zrdDpm23A49B772Md6F198sdn2sz/7sx4A7z/+4z/MtpMnT3rlcnlb4CmdTo8ce8stt3gAvAMHDowYGr/0S7+06Tqu8fOWt7zFi8Vi3pEjR8y2yy+/3Dv77LO9er1utn3605/2AIxMaJ/97Gc9AN573/vekXP+wz/8g3N7JGeesJ89+9nPHtn+0z/90x4A76tf/arZRj399a9/fWTfl7/85d7Bgwe9paWlke3XXXedVy6XTb/j/PbXf/3XZp9ms+lddNFFY8HTP//zPxsjyBYFEPl8fmRO3c02usQPPAEwQM7zNua3bDY7MvY4nvU6rnH7l3/5lx4A71/+5V/Mth/6oR/ycrmcd/ToUbPtrrvu8qampkZ0yT333OMlEgnvN3/zN0fOefvtt3tTU1ObtgfJjkcza2BqIpHAox/9aHieh5e//OVme6VSwSWXXILvfOc7ZttHP/pRHDhwAD/+4z9utiWTSfzMz/wMGo0GPvOZzwAAnvzkJ2Nubg5/9Vd/ZfZbXV3FJz7xCfzYj/1YqDb+z//5P0e+X3XVVSNt+Yd/+Ackk0m84hWvMNvi8The9apXhTq/nxQKBVx33XXm+yWXXIJKpYIHP/jBeMxjHmO2839tUzabNf/3+30sLy/joosuQqVSwZe+9KWRtl955ZV4xCMeYbbNzMzgf/yP/zHSlk984hOoVqv48R//cSwtLZm/RCKBxzzmMfjUpz61rXuN5IElBw4cwNve9jZ84hOfwFVXXYWvfOUr+LM/+zOUSiUAwMrKCv75n/8Zz3/+81Gv101/WV5exjXXXIO77roLR48eBXBqLH//938/vu/7vs+cf35+flMfnFSe8pSnjLgzOE6e85znoFgsbtruN36azSaWlpbw2Mc+Fp7nGVfBsWPHcPvtt+PFL34xCoWC2f/qq6/G5ZdfPtKW97///SiXy3ja0542Mn6uuOIKFAqFaPw8gMTW6695zWsAYMRdDZzqB5dddpn57nkePvjBD+KHfuiH4HneSD+45pprsLa2ZnTzRz/6URw8eBDPfe5zzfG5XA6vfOUrx7bvgx/8IGKxGN7whjds+m1cYPZetTFILrvsMlx55ZXmO8fnk5/8ZJx77rmbtvuN206ng6WlJXz/938/AJh2DwYDfPKTn8S1116LQ4cOmf0vuugi/OAP/uBIWz70oQ9hOBzi+c9//sizOHDgAC6++OKJxu2OR2XqwwCAcrmMTCaDubm5TdvVb3nkyBFcfPHFm7LTHvzgB5vfgVPBpM95znPwF3/xF+h2u0in0/jQhz6Efr8fCjzRX6wyPT09Eqdw5MgRHDx4ELlcbmS/iy66aOz5g+Tss8/e1NnL5TLOOeecTdsAjLSp3W7jLW95C975znfi6NGjI4tKrq2tjbRdO6pf2++66y4ApzqwSzhpRvLfR6677jq85z3vwUc+8hG88pWvxFOe8hTz29133w3P8/Crv/qr+NVf/VXn8SdPnsRZZ52FI0eOjBgDlEsuuWRb7XPpFgChxs+9996LX/u1X8OHP/zhTTFJHD/UMa5xftFFF40YKXfddRfW1tawb98+Z1sZrB/JmS8XX3zxyPcLL7wQ8Xh8U9zcgx70oJHvi4uLqFaruPXWW3Hrrbc6z81+cOTIEVx00UWb9H+YMfHtb38bhw4dwszMzNh9bdmrNgbJdsbtysoKbrjhBrzvfe/bNKY4bk+ePIl2u+07blXuuusueJ636Z1TJgnW33Hw5Iq294vAVwAwiVx33XW45ZZb8LGPfQzXXnst/vqv/xqXXnopHv7wh2+pfXslftcO83xe85rX4J3vfCd+9md/FldeeSXK5TJisRiuu+660IG4Kjzmtttuw4EDBzb9HmU7/feT5eVlE4D6jW98A8Ph0Bgz7C+ve93rcM011ziP365xMU62On4GgwGe9rSnYWVlBb/4i7+ISy+9FPl8HkePHsX111+/5fGzb98+vPe973X+bhtokTxwxI/NURYE2BgTL3zhC/GSl7zEeczDHvawnW3chHImtHE7897zn/98fO5zn8Mv/MIv4BGPeAQKhQKGwyGe/vSnb3ncxmIxfOxjH3NeXxnncXLGzJDnnXcevva1r40obOBUdg9/pzzhCU/AwYMH8Vd/9Vd4/OMfj3/+53/G//f//X872pZPfepTaLVaI+zT3XffvWPXmFQ+8IEP4CUveclIlmKn00G1Wh3Z77zzznO209524YUXAgD27duHpz71qTvf4EgecPKqV70K9Xodb3nLW/BLv/RLuPHGG/G//tf/AgBccMEFAE5ZZuP6y3nnnWeYTZVvfetbO9/oEHL77bfjzjvvxLvf/W68+MUvNts/8YlPjOxHHRN2/Hzyk5/E4x73uE2TaiQPLLnrrrtGWKW7774bw+FwbJXv+fl5FItFDAaDUGPiv/7rv+B53gg4CzMmLrzwQvzjP/4jVlZWAtknF+jbqzbuhqyuruKf/umfcMMNN+DXfu3XzHZbt+zbtw+ZTCb0uPU8Dw960IPwPd/zPdtq3xlTwfEZz3gGTpw4MRLLtL6+jptuugmFQsGkXQOn4o+e+9zn4u/+7u9w2223YX19PXS8Uxi55ppr0O/38cd//Mdm23A4xNve9rYdu8akkkgkNjF1N91006YSC9dccw0+//nP4ytf+YrZtrKysslCvuaaa1AqlfDmN78Z/X5/0/UWFxd3rvGRnPHygQ98AH/1V3+Ft771rfjf//t/47rrrsOv/Mqv4M477wRwSkE98YlPxC233ILjx49vOl77yzOe8Qz8+7//O/7f//t/I7/7sTS7LbQwdfx4noc/+IM/GNnv0KFDeOhDH4o///M/R6PRMNs/85nPmJIIlOc///kYDAb4jd/4jU3XW19f32TURHLmiq3Xb7rpJgDYFC9jSyKRwHOe8xx88IMfxH/9139t+t0eE8eOHTOlaQCg1Wr5utJUnvOc58DzPNxwww2bftM+nc/nN/W7vWrjbohr3ALAjTfeuGm/pz71qfjbv/1bHDt2zGy/++678bGPfWxk3x/90R9FIpHADTfcsOm8nuc5SyD4yRnDPL3yla/ELbfcguuvvx5f/OIXcf755+MDH/gA/u3f/g033njjSEAoAPzYj/0YbrrpJrzhDW/A5ZdfbmKjdkKuvfZafN/3fR9+/ud/HnfffTcuvfRSfPjDH8bKygqA8UF6uyHPetazcNttt6FcLuOyyy7D5z//eXzyk5/E7OzsyH6vf/3r8Z73vAdPe9rT8JrXvAb5fB5/8id/gnPPPRcrKyum7aVSCe94xzvwohe9CI961KNw3XXXYX5+Hvfeey8+8pGP4HGPexxuvvnmPb/PSPZeTp48iZ/6qZ/Ck570JLz61a8GANx888341Kc+heuvvx7/+q//ing8jre97W14/OMfj8svvxyveMUrcMEFF2BhYQGf//zncf/99+OrX/0qgFN98LbbbsPTn/50vPa1r0U+n8ett95q2OW9lksvvRQXXnghXve61+Ho0aMolUr44Ac/6KzH9OY3vxk//MM/jMc97nF46UtfitXVVdx888146EMfOgKorr76avzkT/4k3vKWt+ArX/kKfuAHfgDJZBJ33XUX3v/+9+MP/uAPRgJvIzlz5fDhw3j2s5+Npz/96fj85z+P97znPXjBC14QKgzkrW99Kz71qU/hMY95DF7xilfgsssuw8rKCr70pS/hk5/8pJkzXvGKV+Dmm2/Gi1/8Ynzxi1/EwYMHcdttt22Kq3XJk570JLzoRS/CH/7hH+Kuu+4yLqvPfvazI2P2iiuuwCc/+Un83u/9Hg4dOoQHPehBeMxjHrMnbdwNKZVKeMITnoD/83/+D/r9Ps466yx8/OMfx+HDhzft+8Y3vhEf//jH8bjHPQ4/9VM/hcFgYMatEgkXXngh3vSmN+GXfumXcM899+Daa69FsVjE4cOH8Td/8zd45StfaWpFjpXQeXljhGmfi4uLI9tf8pKXePl8ftP+V199tfeQhzxkZNvCwoL30pe+1Jubm/NSqZR3+eWX+5YFGA6H3jnnnOMB8N70pjdt+t2vVIGrLa7U6MXFRe8FL3iBVywWvXK57F1//fXev/3bv3kAvPe9731+j8HzPP9SBfb9et6pVM5nPvOZm7YD8F71qleZ76urq+bZFAoF75prrvHuuOMO77zzztuUnvrlL3/Zu+qqq7x0Ou2dffbZ3lve8hbvD//wDz0A3okTJza19ZprrvHK5bKXyWS8Cy+80Lv++uu9L3zhC4H3GMmZL2FLFfzoj/6oVywWvXvuuWdkv//7f/+vB8D7rd/6LbPt29/+tvfiF7/YO3DggJdMJr2zzjrLe9aznuV94AMfGDn2a1/7mnf11Vd7mUzGO+uss7zf+I3f8P70T/90W6UKdDx43sYY/+3f/u2x9/2Nb3zDe+pTn+oVCgVvbm7Oe8UrXuF99atfdZYeed/73uddeumlXjqd9h760Id6H/7wh73nPOc53qWXXrqprbfeeqt3xRVXeNls1isWi97ll1/uvf71r/eOHTsWeI+RnH5hP/vGN77hPfe5z/WKxaI3PT3tvfrVr/ba7fbIvq7+R1lYWPBe9apXeeecc46XTCa9AwcOeE95ylO8W2+9dWS/I0eOeM9+9rO9XC7nzc3Nea997WtNaYtxdZ7W19e93/7t3/YuvfRSL5VKefPz894P/uAPel/84hfNPnfccYf3hCc8wctmsx6AkXlhp9voEr9SBWHmN89zj+f777/f+5Ef+RGvUql45XLZe97znucdO3bMA+C94Q1vGDn+n/7pn7xHPvKRXiqV8i688ELvT/7kT7yf//mf9zKZzKbrf/CDH/Qe//jHe/l83svn896ll17qvepVr/K+9a1vBd6jynft2na7IX/7t3+LH/mRH8G//uu/4nGPe9zpbs5E8rM/+7O45ZZb0Gg0/luV0I8kkp2QRzziEZifn98UJxXJA1fe+MY34oYbbsDi4uKmbPBIvjvk2muvxde//nVnDOZ25YyJeTrTxF62YTAY4KabbkKpVMKjHvWo09SqcGK3fXl5Gbfddhse//jHR8ApkkgCpN/vY319fWTbpz/9aXz1q18NXBQ1kkgiOb1iz3t33XUXPvrRj+7auD1jYp7ONHnNa16DdruNK6+8Et1uFx/60Ifwuc99Dm9+85vP+OyaK6+8Ek984hPx4Ac/GAsLC/jTP/1T1Go13/o8kUQSySk5evQonvrUp+KFL3whDh06hDvuuAN/9Ed/hAMHDmwqrhtJJJGcOXLBBReYdfCOHDmCd7zjHUilUnj961+/K9eLwJOPPPnJT8bv/u7v4u///u/R6XRw0UUX4aabbjLBeWeyPOMZz8AHPvAB3HrrrYjFYnjUox6FP/3TP8UTnvCE0920SCI5o2V6ehpXXHEF/uRP/gSLi4vI5/N45jOfibe+9a2bkjMiiSSSM0ee/vSn4y//8i9x4sQJpNNpXHnllXjzm9/sWxBzuxLFPEUSSSSRRBJJJJFMIFHMUySRRBJJJJFEEskEEoGnSCKJJJJIIokkkgkkAk+RRBJJJJFEEkkkE0jogHFmmDFEip+xWGzTH3/XP4ruY59namoKqVQKc3NzKBaLuPLKKzE7O4uZmRnEYjF88pOfxJEjR/CEJzwBF110ETKZDJLJJO677z7cf//96PV66HQ6OHz4ML7yla8gm81idnYWg8EA3W4X6+vr6HQ6GA6HmxYVHA6HI23V+1BxVRfnNvtz3DFB5x53zrBtcUnY48ZVUo9Wjt8dyWaz8DwPvV4PnuchmUwiFouZPptIJBCLxdDv9zEYDFAsFlEoFNBut9FqtfCEJzwBz3/+85FMJjE1NYWvfOUreNvb3oZer4dUKjXyruPx+Ehfb7fbGAwGm8apylb63bi+5Nffw46lSa4dZmyNa2fYc/vtZ2/nep76qe/gnnvuCd3GSMLLjTfeiF6vh+985zsm1T2RSOB7vud7MD09jW63i36/jxMnTmB5eRn1eh2NRgP33nsvvvOd7yCfz6NcLvvOMarjXfOhLZ61rpzKOB29lbGnfWzcHDPuWkF9fpKxFnauC5JJQ7l1/6WlpVDHbDnbzu9mwrz8sY2amkI6nUY+n0ehUEA2m0UsFkOpVML09LSZANbX1zEYDNBqtdBsNtHv99Hr9bC+vm6Uz2AwcAI5BUmuB+13H0H3F0kkOyHsp34ARvuugh/uv76+jkajgUKhgFKphEKhgOnpaTSbTQPI7PNN0qdtAyPMucZdI+g4ij1W7f39jBHXOezPILGNvaDvYdod1BbXeSJ9s3vC9zI1NYVEIoF+vw/P84yhEovFkEgkEI/HzSfHHf+3QVKQ4bHb97LT19Vz+v2/0+15oPT5icGTSxG4GBubiQJgOqR2TD3HcDjE1NQUzjrrLBw8eBBXX301zjrrLHieh/X1dZTLZVSrVQwGAwyHQxw/fhwrKyv4xje+gTvvvBNTU1NIJpPodrvI5XKIxWJot9sYDofo9/sj1oDNPNmsmX7a4qfA/RSha7IJUtjbZY+CZFIGK5K9l16vh1gshkwmg1gsZixaMk7s/2Re0+k0EomE+f/48eP4+Mc/jiuvvBJPf/rTsW/fPjSbTRw+fBgf+9jH0G63R4AXJwjgFONhj41JZbeAQBAI0u1B13MBp61YtWEA1Ljfg9oX5ryRbF86nQ4AYP/+/eh2u7j99ttRr9dx9tlno1QqIZ1OIx6PI5fLodVqGVa2VCqhVCohFouh1+sB2FjIdn193YAqwB9I+xkh4/pLUB8JO9eMA/wu0baPMzrs9tljdTf69XbYpq3Ilpgnvxfj92AmsfI8z0M8HkcymUS5XMb09DTa7Tb6/T7K5TJisRiWlpbQarWwtraGpaUlrKysYGVlBel0GplMBp7nIZFIGNA1HA59GShtb5j2+bXZr7OElUmB0lbPFea4SGGfXlHWKR6Pb+qv/B6PxzE1NWVcPbHYKdd3p9PBiRMnzArr+XweF1xwAdbX15HL5TAYDIwxweP82uEnLiWu5woCNH7n03sPe+1xzJSrHZMwT+PYLlsm2VePGTcpRrI7QqCTTqcN4GGVeQKlRCKBRCKBqakp80dDZX193Xg6lJUKwzTulOyEURLm+KDxPm5fP32hslOG1U7uGyTbLpLpQpNhmSjdz/M89Pt9NJtN3HnnnajVarj33nsRi8Vw9OhR1Go1fOtb38LS0hJOnDiBtbU1VKtVNBoNdLtdZLNZQ72yQxM0KXhyWQPb6XxBYCnseXWf7bJOWwVakaI+c2Rq6tSw7Ha7ADDSZ6nMGR+YSqUwHA7R6XQwNTWFfD6PbreLI0eO4DOf+Qw6nQ4uvPBCPPWpT8U555yDhYUFHDt2DF/4whfQ6/WQy+UQj8fR6XTMWJmEkg/DwkyqnIMmmEmBk59VPo61svd3tVF/2859R3L6pFarIZFIYG5uDul0GpVKBbFYDPV6HUePHsXBgwdRLBaRyWRQqVTgeadiEYvFIvbv34+VlRUsLi4imUyOhJMA493G9m/2MePYJ/ucftcMOv92wFzQcS6WahzzFPZc4/b3k50ErMAOVRgfx0TZ+/jRf2SKarUaUqkUqtUqSqUSjh8/jmq1invvvReLi4s4ceIEarUa2u02ut2uAU20wAmSFDQNBoNNbdpp2Q0LcieVb6TIHxjC96RsqQqtXP4NBgMMBgMzDrrdLlqtFk6cOIGvfvWrSKVSKJVK2LdvH84//3zE43F87WtfM65AjhuN3ZgUQGnb/dieoHv1U+Z+ICXM5BFGWY9j3YIA1CTnGycR63R6hPMHcMrtRu9Ft9tFLBYzMYKMwyXTm0wmkcvl0Gg0zNhTtng4HO7aOwwyWMIwQvx9EgNo0muNMybG6YNJjwuS3Zrzd3x5Fj+FpS4CZTv0xjgZeN6prJ9/+qd/QqFQwIkTJ9BsNo27jhYyOzInmH6/byzo9fX1EaZJ26ftYBwJhcdthQYM6pD2fvZ2F/vkkiDWKUjCHhcp7dMvVLzMsmOfBE71lXQ6jVQqZVzT2o+HwyFSqRRmZmbgeR4OHz6M4XCId7/73Th48CB+9Ed/FPfddx/uuOMOnDhxwowndeNNIuMU7zggEDR2/MbguMkjzP/2NXX7JNcMw365xA8oRSBqb+XkyZNIpVIol8vIZDKYm5tDPp/HwsICVlZWMDs7i1KphEwmg0wmg1arhXq9jnw+DwBotVpIJpPGiPG8jZCRqampTeEigPvdB80XtgQxTTvFPLnIjXGgKYwBMw7c+Z1rK7KbRAmwS2vbhWGi7P34ndt6vR4OHz6MdDqNxcVFdDodtFotrK+vI5VKGaSfSCRGXHOcBFxWuwIn+qddjJXNUu20Agt73kmvu9V26nOJ5MwRBUTKCtFtZ/dn4BTwYixUp9NBrVbDyZMn8c1vfhOJRAIXXngh0uk0SqUSqtUq6vW6GTMuo2GcAgrLAgUd75Jx1w0L0nYSgEwKFMNeezcY60jCSbPZxPr6Ovr9PlKplAn/OHr0KBqNBnq9HgaDgWGdksmkSc7IZDIjc5ESBBr/xPnETyad5Cdhmvyu5Wfgh71umO2TtGNcmya5xm6DJsquLwwcpEzV0lXgRJ/xysqKQe/xeNxY2zwng/oY4+R5m91zrgcej8eRyWQwNTWFQqEwAsBqtZopeWBTr1tVZn6gcRLGye/3rQKfSDGfuaIGBP9XNx0VtSvGz2Z1Pc9DqVTCIx7xCBw8eBCHDx/GPffcYzJVPe9U4LmyW5QwSmi7zImf5bsb/XOnrdmwDMBWGKhI9kYWFxd2Ofj5AACC9ElEQVSRyWTQaDQwNTWFXC6HbDaLVCqFeDyOZrOJlZUVVCoV5PN5Y3hwzOTzeczOzqLT6aDRaCAejyOdTgPYMH44n9l9w2Z+xvUVlTAsT1jxO2Y7813Yfu261yCWOKhtewWaKLsOnoDxTJQCJ+AUqGKtGvqh1dqmlUyLgSAqjALmtVKpFJLJJPL5vJmABoOBKRLI9m0Hme+FNRxGgq4VKewzT2wjgv1eM+vYh7TOE7fbDFImk8E555yDQqGAxcVFLCwsoF6vo9VqmXgPYNS1PokicgGKnbBoz3SZlFkKe04gGpd7JYxZ6na76PV6KJfLZq6Jx+PodrtoNBrI5/PGFZfNZtHr9QxQKpVK8DwP1Wp1ZIwypGQceLYB1CSyHSZpUhkHgrbCuoYVv/PvNWBS2RPwpOJ3w4q8bTaGYIkUqrrmNEPIvo59fp47kUgglUohnU6jUCgYdougjVZHt9t1ntvV9q3Qln5Uvet6rsER5pph2xUp6zNHXO5mgif+UTH3+32Tebe+vm4Y0/X1dRSLRVx88cV4+MMfjssuuwyLi4v4m7/5Gxw7dgzdbtfUpaG7eicUkd2vTwcY2I4rI+h3FZd+0e3jvkdyZgjrPK2urgKAYZ4qlQri8Th6vR4WFhZMwWYmXzDQPJfLmVUsjh07NtLntXYaMDqug3T8TkgYxmcc4NppQLRV15sfi3U6gRNwGsATEPwwXA+YTBDdEwRRfkh9HNPCiSiZTCKbzSKZTBow1ul0EIvFTKVZXss+R9gX50dBBu2n21zX2y69arv6IoV+ZomLPSLoV/DE5VlSqZQp4tftds3YyOfzuOSSS3DRRRfh3HPPRbVaxb/9279haWnJWM4aT7VT1mIYxRxJJGeC9Pt9xGIx43Kbn59HKpUy4RwLCwtoNBpmyRWOPxbPJPNUr9c3jVsaOBqPqJ8Ue37YivjNHw+k8XemeGrCSmjwNM7fuJXz2OBAle5wODRLrfB6BDJkiVT82mQDD16HkwYHDyekXC6HVCplKNpms+lkoFxW9U5NPK72+1GWk05SZ2InjGRU+D7JgNJtrRl26+vrOOusszA3N4eLLroID3rQg/ClL30J//7v/45+v49ut4uzzz4bT33qUxGLxfCRj3wEd999N6rVKtrt9qbiscCGst/Je9DvQDC7EyY2YivndLFAfttdMmm7Jvnd1d5I9k5YiqBarWI4HKLdbiOVSqFYLCKXy2FhYcEs/9VsNpHJZEy2az6fN7FPmUwG09PTxjNCY0c9Hgqudos1mZTdGbdvEPsUlpkKOsa1L7B1PbGXsiXmaSdvwO5E2rHYCbmdCn87FDjPTxDGP05UhULBxFJxrSMte6ADgbLVZxGm8+0WUIpYpzNfmNmjy6/QlTAYDHDw4EFccsklePzjH48rrrgCiUQCX//6103c3sGDB/H4xz8ed955J971rnfh/vvvx9ramim+SbcfgBEXHrCzLoTTKQ80a/ZMbdd3q9DNvba2Bs/z0Ol0zJqQHG9ccJtlCWjIZLNZA7gymQzK5TI6nQ5WV1dHqv+7vCtBQN2PYDhdslVAFub/3W7PbspEzJOfv3HSGxmnlPk7y+PbfuKtuql4DjJOdH2QVgU2MiQymQwAmImIgEtBx3Zf4Faem20xu5iqrZw7jJwJHfa/g2hGHb9raQKypoVCAfv27UM+n8fU1BTOOeccXHXVVbjnnntw++2348SJE/jIRz6CY8eO4fDhw2a5Fq1JQ6FhcDoBU5jxPc71HXS83+9B9xy5H7+7hSEZvV7P1HBiOAdwammjubk5DAYDLC8vmyr+jHdioVlWJ6/ValhZWTFZ4Byr6hq3+6GuMRmLxXzjeIPET+/7satBngyXBBkhdhsmPc51/OkYc5PqvomYpyDlM8mNhqXu9FNvjJ1NXX328fZ23V/ddWSYPM8zqeDD4RDZbBaJRMK4OGih81x2Z9wK5e9372Epftc1go63B1g0IZyZwv5IgMMV3YFRy5VLRBQKBcTjcVxwwQWYmprC5z73Odx11124//778f73vx+NRgP33XffCMtkg6fddCXshuyVco2A03e30KvAxbLX1tYQj8dN1l2xWDSM1MmTJ01pgkQigVKpZOYPLt+igIlzjm6z9baGjISZV4Lm3jBzqn1cWNeb61xbMVLGtTEMeNvJ8bgdnbdltx3gX4Jg3EN17ed6udzHxfKosh+HYl3toLuOgbPdbhee55nUbcaXFAqFEeBlWwVhrNag9uwEuPKzLnRbNAE8cCQWi22i/Qn6AeBBD3oQZmdnkclkcPz4cczMzGB+ft6wUSyQyVIHrLrvsoZtUYYLgLP+U5j266fKVs/lEpuJ5f5hvocZm35t9junMthBbQ365L5+hmMkOyscV+vr66YsAcdPJpNBLpdDIpHAfffdh9XVVezfv98YIWRwG40G6vU6lpaWUK/XRwLEXcwTgBHQxJqDHOvdbtckR+mKFy5SwK/PhZ2PXeMgrGE+jtUKw2j5tcnvejvJBE+KG2zZVrbdJAgzDNhwnZdKSR+oC8GPO5e9LyeSTqcDz/OQSqUwGAxMhdlMJmM6ZiaTMddtt9tot9sj9+m6vkshjpNJO5jr/OPexVbBVAS+9k4IntgXSeVz9fZHPvKReNjDHoZ7770Xd999N6anp7Fv3z7EYjGUy2Ukk0m0Wi14nmeygKiIWebDBZxisZgxGjjGtOK+a38V9jVV6GEtaHv/oH1c1/Q7Pgg4TcLw6lgPUrrjDMIwAEon2d1cIy2Sjcy3Xq8HAKhWqxgMBjh06BDy+TxKpRKmpqZw5MgRnDhxAocOHUKv1zOLcvf7fayurmJ5eRlHjx41Ff7p1XCtdqGM09TUFIrFItLptBk7rVbLJH3YSVIci379zdU3g/prGGZLf3ONzyAQ5erbrnbb1/ADUH5tDWtgjCM7JpHQ4CkIBEzCRIWxRrVzqQWutZi2u9CvWhue5yGbzRq3nS4C6XkeksnkSAo4U8Rd6/W57i3MS5mEmZp0UglrYU/atkh2RxioqrFPynqurq7i2LFjKBQKmJ6ehud5uPPOO01g67e//e1NxoYypq4xwzHG0h08NplMjizfYjOvCihcOsJvfE6itIMkCMzshCWs+48z0lxgSa8/7pq6n/0Xye4I35sa01NTU2YsJZNJJJNJFAoFzM3NIZPJmExwFlVuNpsm8JxzAsdd0JijO55lc3SB+16vh2QyiV6vh36/bxKXWELHNkrCkhLj5pNJWSI9fquM0FaYX9f1x8k4pmnXwVNQQ4LoPr9zuehIdqBcLjfCAtEV0e12RyxoPX5cO/k7AVij0RgJEJyenjbFM7kYJAPFOan0ej3TBgaY6yQyztr262RhOkMYIOp3HZdFEMmZJ5lMxhgPsVhsxPoEgMOHD6PdbuMZz3gGHv3oR+M//uM/8C//8i+47777cPjwYVMAU7NJ2d9dgahc+iiZTKJSqZjrA6cWPqUC59jT9rDfayFAV7X/IAnDQvkdM07njGNiw7bHBkAugOhaHof/2+4V+3z6qcA5Ak+7KwQ5nE/q9TqGwyGq1aqpn5bJZDA/P4+pqSlUKhUMh0MzF62urpryH8rQku3VOcp+j7pGHpd+0QxvgiWu68qgdl34Xv8Ad5iLPSe55pAwxEfQmOJ21/yzk3NNEPMVtK9L7Oe0a+DJ7wJBDQ+LKO0HQgROX3AulzMKRWtouJZmCXtd7q9xIUT8qVTKdHha5Ol0Gtls1tT5oPUxCereK8AS9joRgDozRWMm2NeTySTm5uZMhs/x48dRr9eNu4Fu53q9PnIuO+7CFjVYeB1awRSyT+vr68ZKpgEBbIwn23iwr+H3u73fVmQrx9quBG2j69yTjCkbXNnAKujTNiijMbr7ogxUr9czf+l0GuVyGfF43LC8w+EQjUbDuOva7bYZh8r02qDGdU2b0SUTRQLBzgQHYIwYZZTHLT5sXzeMUbHT/S7IsN/KeYLOEUbHbJXtpmw55imIOQlqzDhGikAllUphZmbGBO3FYjFTQbnT6aDT6aDdbqPb7RqXWhixlRoLcdZqNXS7XRQKBQyHQ+RyOTORMLMikUiYSYOMgCpGG4Hrdfw6q0vZuvbbSfFr5zhKN5K9ESpMGgq5XA6FQgE/8AM/gHPOOQfvfe978aUvfQnf+73fi0suuQSxWAyzs7OIxWJYXl42lqznbbiY2Vdd75vug2QyiVwuZ/o+13ykoTAcDs14azQaqNVq6PV6ZokLlyjrwusFMVMu5erXB8Moe799/BRwGNeGn/idU937NqPksn45mUayd8JnTt3eaDSQy+VQLpdx3nnnIZ/PI5VK4Zvf/CbuvvtuHD16FN/4xjdMaQK+Rx0r494h9+E1GQOl9d0YXsIYqE6ng16vh0ajgX6/bxgvm/UCxrOlfkyRHqOyE/PDOADl12b7niYhS1zndbVrz8CT3ahxIMCWIOWpsUf8YxAr0Tc/bWvNZV37XUdfAOt1kHkio5VMJo31zzXEMpmMWdtIO24YmtB+BpN0vqB9gzpFmMlhK+2JZPfE8zZKFFQqFVQqFczOzmJubg4XX3yxWbuu0WhgZWUFJ06cQLPZHFn3zi/Tx3UttZg5FoANRioWixkgBWAEVHFsakyiff5xusH12zgLM0zfDpoQwjJPfteyZRzIcx3vmsDCnDOSnRU+d81IpVuaRoTneWg2m1hdXUWj0TCB3frubJY3qM8PBgPjTeE1uKKGLi5M9z3nILJc/NTi0Tr/hSEv/ADUuDHr6q9BfdUPNLnGXhgyYVLQ5Nc+1YuTAqiJl2cJoyBstGifJ0jhsePo4r0M3k6n0wBOudj6/T6azSY6nQ5qtZoJ2mP2nFp7Qe0ka0RrodFomGuQAYvFYsYqLxaLZl8yXwzi0xgQv2v6PVu/ZxK2Q44TvwFitzPo2pEi3xthn2T/v/TSS3Hw4EFceOGFOHToEF7+8pdjfX0dR48exbFjx/DlL38ZX/jCFzAcDlEul80SEfzzc9nx/RMEcXKgMcFMoEwmYxisZDKJ9fV15PN5EyvS6XQMG9XpdEy1Zl5jnEJy6Qu7D26VfQoqH8BrBoEibX9Qm4La59IJPK99bp00XcdFsrNiG990h2lSkOd5WFxcRL1ex7e+9S3ccccdWFxcRLPZNGOC7C7H3jhDgV4PFmlmCAhrDAIbsb/JZBL5fN70B7rtOp0OVlZWTJD7+vq6k4nifbr6oP3/OANBfwvDRIUBTfa+fm3xY6zGMViuuU7HnwLPXQFPk8g4BBmEVu2b0qw2WsNkgzgxMKgbwERMkF6f1yNFqj5vIn925EwmYyY2z/MMYJuU9tspYLQViVimM1doffL9FAoFVCoVFAqFESXaaDSwsLCAarVqFrTmMZreHIaN5Vije4CTuF1rhiyUpmPT1cA0bXsSmXRcuMTPeJuEffKzxMcZhvpbWOAUZCGPm3gUcI0Df5FsX/T9cxy0Wi3UajUsLy9jYWEBa2trhnWq1+umdpptJEwyAXO8sAQJ5x2ttcY+QAaK7BO3MTmE85UyYUFt0XYHgapxY8vv3GFY1qB2BRny49oQZHAFMU2TzocTM08upsglrofnsuBs9KvVv1utlnHVed6pcgKpVApTU1MYDk+tcM0g7nw+vykOQ10WNhNlTyjcr9lsYn193cQ+8TdOEMVi0fikAaBer5sJhjSqX2cMUtJhOuxWAM+4juTaP8gCiGT3pV6vG+YpHo9j//79eNCDHoRDhw5hbm4OX/ziF3Hffffh85//PL75zW+iWq2OAC6yQXRBjBO1gldXV5FKpVAul5HJZEzWHs/N8cY/gq12u41arYZOp4NSqYR2u43FxcWR9GoVBQh+LIxfWyfpj3Y8op4/jDJX8GKzQ+OE59baPH5/BKP2ZzT2dlfs+YcGx+HDh3Hs2DGsr6/jG9/4hjFG7rvvPhw/ftzofD2Oxjy3+bEhOh+Q9eX4JaPE8cWM83Q6jWQyabwvwCm3XTabRafTQTKZRKfTMYlUZKDU1e6SMEaA3XYXe6Tj2DWu7HllXL8Oen5B4sew+TFNCk4nNVS2vTDwVib0cUpSrWBdf47FKoENXzDPxzgPxmto/IYi8HFInFYAA2PVXcGYJwBmEqGlEGTdup7buOczaWeL5LtHqOw4Bmq1GlZXV42buFarYWlpCaurq2ahX5tBDcs4UbT/x2Ix40bQmD/2RSoalu7gtTn2OKkQXPH8k5Qw8FPQum3cd25zfQ8aX1sday6A6PrNZZjY+ikyXE6f0JhgTTX2fQBmuS4C4rBxhSr6/tWwtxfpJqOUTqdH4hA5/jzPM94PLefD+Y+MMRk1Xs++16B+6trP1TeDGKwwYy7MM7PF7xyutupztu+RTB5DdMLKxOBpXOdwXdwPVNioH4DJ6FlfX0e1WjXuAC7Um8lkDJBh+YBSqQTgVJxSs9lEs9lEtVo1cRj9ft+wWKrAbZTqeZ6Jp6rVaibrLp1OI5/PI5/PI5fLAYABTFNTU2i1WuY4nbT8ELBed5x16QfKdlqp2mB4HJ0bye7L+vo66vU6PvjBD6JUKqHVauHSSy/Ff/7nf+Kuu+7Ct7/9baysrJikCrI8LCswDjzZfd/zvJEYPgan0gJOp9PGtUALl3XYcrkc8vk8ut0uMpmMiRnsdrtoNpvo9/toNBrGYncFuNoSRtGHVeCucwexsrqfH2sdxLq7ni1FyxboufTPdo9Gsjvi11/IQB09ehTLy8sm/pXFK4ENI9+uw+Y6r55bGVe9Fo0jls1pt9uGWer3+ybOMJ1OmzI+hULBhJZwn36/j2q1il6vh7W1tREmWoEe22LPMZMCQPt7EDAax8b57We31943aM61a0FyTJEMKZVKJrufADWM7EjM03aZKPtcfBAMYqU7jOiaN89MIM3I01gMKnha0ho/pQ9Tr80BwElCrQyl+Eih8m8wGJgHHybTwu6wYQCU/b/fPuPOEcmZLaqEuJp7s9nE0aNHUSgUsLi4iNXVVeOa1r60lRXZ7WvTdU4wBWy4qrQOFFla/pZKpYwVDJyK1Uomk/A8z4wnWsxAcEyG/SyAYIXt+s5t9vmCAFYYqzgMy2zv79rXj/ViwgwVfCR7L3xfDCD3yyK1GdXtjDsdu/R+0MPCoHB6YegBsVfEoBuQBg5jIf3aDvgzpEEMb1gm1e7jfvsFPRfX/n5kzLjz27FjWgiVi0GHlW0XydSGT7KvHwLl7yx9z87LLJ9MJoNCoWAYp1QqhWw2a1D5cDhEs9lEoVBAq9UyyD2dTqPX66FWq43UvbGvzXOw07ECOS1vLdzJarNMEdfqy64XaX/aHdVvv7DPeqcB1FYp1ki2J8pMqBL/2Mc+hs9+9rOGmfU8D/l83rj3WIMsrAshCEgwBoouQTK+pVIJxWIRxWLRrAWp/XVqasrsU6lUMBgMjGsxl8uZ7Fi2lRa73V5X+4OYKJdC18+gZxD0PGik6b5sm/7p72QWdHkde7u6ZmiMMYZzamoK+Xx+JMM4kt2RICDted4IS0pAYlcBd/VfP0Di+q7btT4Ua0ARDLE0QjabNdmwXIuS3pfp6WkTs8t5j8HvPI8dzqLsjP1slMzQ4r16j35AifvaTKwyrK534PdsXOLy3LAN9jhk6A8ziLmawvT0NDKZzO4xT36WlqvD+Flmk07EROL0P7MYHzuM+nRpoVFZMWaDIIgWtGbquYRtZgfTYPB+v2/8ouy4zLojncsMCj+rOog1OlNAit+keia07b+L2MzocDjEwsKCKYKpsUhKx/vFFW2VKdGgWCpsTvbM9KE1TCVFq5gxTzR+2u02EomEAWSqWFWR670HtXmc8g2jnLfDFPixXLbS5nY+I07AypwTPBUKBVMiwl6gPJKdF5cBbf+u8UPcd5I4p7BjzwbnBFFkoDj5AzBuRLIoXA+TbePYbDabZr7j74xrVKZLx6Dd9qCyPy6jJYyXJOhZufYJAk/6vws46Vgj+aLgiZ+7yjy50PQk7JLeYFjxvI04DGAjYI+xR8wE0gKW2WwWiUTCxCm1222DxPm5uro6Uubebiu3V6tVeJ5nMv6Y/RePx1EqlQxQoz9cadJ2uz2C3PW52c9UJwv72bk6qf2cx3VUV6cMep+u80YAam+EA5jKk4qTSpyKm+9Cwf24zJqwbI69Xa/bbDbRbrdHxhNLeKTTabMSPRdRzefzJvC12+0aNlhjoMie8VPLI/jpEdf3cUwCP+37C3pu9m8EM0wp10+6VHSZDYJdTnbMpKK+4jY+QzJQrDIdjbndE5s1tLdr2RstIKvrRrp05zjD2dUvdT+OQc4jWj4nl8uZccRVOAiyabhUKhUTusJjer2eySbXlQd0bNMAI+jQGF4XA6v3xTGrIM1mZpXp4rEK4HSNTH0edkiMlmtQQ4UgieegTmKNRnqMstmsYZwqlQpSqRQKhcJEhsq2lmeZBARNur8KXyBpfqZwU2mT2lQqnIss8gEzK44diusRaS0abSMnKi2Lr9l3LOJJsNbv941VoFSrdj4/4ESx6U97n+0o0XFgV/fbDUs9kvCiIJrKCNiwgm2LlwrPDgTdqgTR9+zbZEsAjBST1THHGKhYLGbWw0ulUuh2u0bJ6/qUdEfq5KGWpN2moE+KPfZsdkufoR+Q5HnVmmXsBFk4BU3pdNosM0UjjrGRXISc2brZbNbETxI8EXCRUYhk92Qco2H3D538txNb6OeZcbVNY3V5HMcPWSkCHvZR9r1CobDJBU9ji0yyFgS1wRNBowIYts3WNQyFUSDj99x4nM14ucaxXpvHcMzZiRXEBhSWMWKtPAVPlUrFrF3IQqS7Ap7GuXH8WJHtiH1+9dnW6/WRqsasL8MOwc5DQMOAu1gsZoBWt9vF0tKSQfU6CVGhk03iH+ObGJuQTCZRLpdN9h1rdGjNjWazORJw6AIoQZazPYG4JpOwYgM0v3ZEcvrErgsEbAAkYIONpcKgcnRl+/hZ1n70uC12X2N/pAXbarXQarWMUuI4o3InAEgkEjhw4ADW19cNA1UqlUy7OXY0Y5VKlYBMFaW6wNQC1T8+NwWg9or0fGbcppOI1qeiy0RBEtkhdZ/EYjHDHnE7Pwm2dP0y+5PKnwBMCyZGsvMSxFTqNjK97CMKCPx06DiWN6zwOhwb7KutVgsATEVyZsOSyWQmGTP0er2eIQ0InpRAIGjiPSgosb8DGDHqAGwiCnSZGx13nFv1N9tY1DAc3hvZXQBmrDFQnm2hEaK/Myi8XC6bWGnWbCTjlEwmUSgU9ibbzkbO+n0nrF893kbgdJ0RsOgCvkqJ82ETTDHTh5lCyWQSjUYDsdhGITsOEkXh7LDsbN1u12QR8ZrD4dDEK7ADt9ttkzVBi9rFQvkBGd22U880kjNfXG4AYAMIKPtJq9PlPvAT26oLq9TV2mQbVAlyjLXbbQyHQxMTyHgejhldTFhdBqlUaiQWkZOWAg8FUgQyCqyAjYWOgQ2dQRBiL7vB56YlFJQJ0zYoS6RB3WSJOMHQsCLI0qK6CvxcMVAaw0ILOxrzp09sxtJ2zSlQ92Nsd6odykBxLms0GhgOT5Xy4ZzGOFwyMRQCC5Yu0CWcFLgoy2P3VQVStiuNonMmjRAdVzrWyFZxHBLAaTYhjQmOB20fi4iybRybtlGSz+dNoDgLXefz+ZHPYrG4u8yTPenry7Vl0o7jmixUNC2a1jeDUbk9Ho8jl8uZyYVItVgsmvOsr68bxiqRSKDVamF1dRXdbtdkNPAafOnMdtDYKgCms5Je56TAz36/bywCxnioda0Tkr64vVKYtmti3D6RnH5RAE7gr/3Ij22iBLkLXABMz223g650KuBms2mUX7PZNNYvM/XI4LB2GhUoxyTLktBAUgVOgKGgieDCjkPifmqV8rw66fG7LkOjgIrss7rScrmcYZ4UPGmpFJ04lR3Txc5d7JS6/NQCj2RvxW8+s/Wluq/t/RSgB50naLy6ABoZX2WgyC4xrIWFnQkuNNCcy8+QdWIwOYCRfmx/2n/6DFTYVjWM+J1jStkoxh4DG+QFQQ/HgTKyqpu4neOOxoeOf95/Nps1ekcZJyZn5HK5iea5LZcqCKOYw7gKghprK3IFTkpjttttwz6xk/ChkWnKZrPmJbCjMWiVpe3pAmGn187PF6zBdgBGqHYGEzImhBODBsMq0rZ95mGZg62421wDNQJEZ6a42EYbHGnAuF+8jp5Lt03ahiCLWlkvBrXX6/WRGCdgIy6KVrHS/wyIJZPL62rwp4Ingg0FR2oNqxIlsNH7p06g9a6KnKKuOxYttMETv1O30Ijj86B+UuBEa5gGFwPF7ZinCDztvQTpRltPqxtL2UGdN+x4H/t4iouhCppf1QNDNlVddZqgwHGiLKiyV8p2Kliy2VCOKf2kqFcH2DBgtP/zu4InZZ9INvCe2NZ8Pj/SRvtafgHjfD9qpKgLL5VKGbcdwRPPHVa2XKogDGq2xUbRfr/b13C1BdhQcKwiToBSLBYNQGJgJuk8Zumx5D0AtFotxONxNJtNANhUR4euQMZRuYALX6BS7sVi0cR49Pt9FAoFY2H3+33U63UTb2X7fYHNTJQ+Y3YyfQ/q/vMDYi7aeZxEIGvvZZw16vpk33MpYlXoQdejaIyHS2xQRmuYCjKTyWDfvn0jBgXdCNPT00bJM3OJ7i4FQgQYVIgEGRoLxPGo++i4UDeD3o+CNz47vba6Ntrt9ohCt2l/Mmt043FscUz7We5+Vj7bo+2OZG/EBlB+xgf7AlPfgY1VJzQ2Ud1W6s5yGSVqUCt7BbjXU/S8jWVkyNoy6xvASCanFobktTj2bNe4gnweY/dR7ZscNzrnkNVV48EOWeHvjMXis1LQk8vlRowKGi5qENm4xGareU8EUBynyhzbIDiMbLtUgf0yuV8QmPIDXjr5+11D99HORtqPv5Nh4kug8lMApLRns9lEMplEq9VCIrFRQ4pUH2l128VldyJV7GwLY6JyuZxx47G9RNx0XdgAyVbyNjhyPZetskoRG3VmSdAYcv1GFtQeV1TcfoAsDIvsElWImonXbrdNhgvHIGP+0um0Ccykgqbbg3GK7PM0WrgPARfHMrARl0HLmuew2Wk1emzmgMerC4DLynBC4jEESyzJQDCYTqdRqVTMvahSV2UfRvzAcSSnX9iHFMzncrkRltAOySDAUe+DssWu8ajg24+lUmDGhYAZGkKGiWQBw1bseZAATZMeOGdqrKINmvS7tsclapQoU8RrU2fQu8NxpnGF/KTuYJvsMgsUm5FW9x3P5XL97wp4ck3Wut2PMWKjuK8NBFwI3HUeVzsU8Q6HQ0OvAzColS8pm80aNooPLhaLGb/ngQMHUCwWEYvFTCYR46k0o4YonoqZ7SRgU1ZMfbu89vr6OrLZrGHI6DrsdDpmjTwFUsoQKSALYpf0Wfu9Nz+L1j5nBKZOn/i9C/udcnImYFHR8UGGSDPJ/Krha8KEzVjpOPZjYQeDAWq12khhW7q0yORweRcqN7adjBMVKIVMMi1RNVS07gsAJ5Or7VfFynPTdZZKpYwiZ0Yv3Q2JRMKkOJP2ZwyFugKBDbZgEleA3zONZG8liChQJoOxNHT78FgdW2SC7IxOHVsKruxMNGWN1VjRtvEajF8ig0Mwwk8aAjQYNLBax5BmrPPTrq1k6yMNaNdnx/14HK9FbKDgibUROabJ8tK1xqQsGks2W+dinbW9HN+2e49tJVMcRiYGT2EmXP1fqWj7GD5oP6bKvpY+IP6u9CCDVwEYa5cdOpfLwfM8UxuKKDufzxtg1W63AZxy4+m51ELVaH92WK33orFWdtZBJpMZGTBM1a5Wq2i321hZWUG9Xker1RpZvdv1XF0Mnet5ufbxm4wj4HRmi984oYJjOq79G0UDNLlQqC5TBGxM9HbBSte1Xa4NvVatVjPGCsGOGjmsuabWMK1MMkwEYgyEJRPM8iDKVrFNBIna/21LX61MssMEZ7lczozbbreLWq1m3JIETxorQUuWE4K6WrYzhqLxt7fi18f1U5kMuoFsQE9GR1PzbY+CGjIcg0yAsuOCNM6Wc4ptFNGQp3tc13SNx+MjxAINEwaUkxDQwHfNKtXSGy6Gxr4f2wCj8DgaKhwzdJGziCeBI1leTToh2cEyIbYLlPM0nxNBku1CdIEmtnXHwRMlDEtE9KbUJkXBhH7a1q1eywUK/K49GAzQ6XRQr9cNc8TSAmoFe55nOg9dBPF4HHNzc+h0OiaIVdM4FZVyYuGLoj+WnUspVQ4OTdVk2wjwer0e8vk8ms0marUa2u02ms2mYcH0GYW1TP2Ars0Aup5pJGee+BkYagVrfAN/57Gq4NQKBjYsWVWEduE89l1V4touTbBQKl1jKEi19/t9kzGkFimBlNLu3E7wRMVPlkdZWWV+FCS5YhXZ1sFgYCYPglB1Z9Aw4/kYR6FsAM/BSS0aTw9M8TNQVPjeXTFKwIYBwv5G9lRj32gUADALfGulfV07T/80AYnHUKgHlLllW+yMNgV5bLOCBg3S5jkIRuz74yfPZ8dA2eOBuorjmev1EeBRzxC4KQutus1lvCmw0/+pA/Qduv6fRLbstrNFWSAAhvbL5XLI5/MANoATA7LZEfibdkQVfVmqnGxGhp260+mY88disZHCfQxmjcfjIzUhtOrv+vo6arWaKXCpHZnPglY7lTqj+HkugibWi9HJhFY/3Xe8H7rvqtUq6vU6lpeXsbS0ZFx6WmiM98wOOw5QaUcOs68f2xXJ6RV9BwQLnPSz2axhQ2glqgsB2FyAU40BZW9tq1EZK1qJBBTAhpuawIjnpMGhAak8D7dTMXKRYQVaBId2fAnbTZ2h+/I50UDiWNfMIVryjNPiGM5msyOuT94jJx5gg2mmIaN6YTvvctLfI9lZCfKu8He7v7vAE8elHSOkbjDV3ZyvOF44vjQJivMZf2Noh90vGZ9LwMHrKwnA8WTHDdqZrgqedN51MapqoGjML58VdZDneSOB20yqojFFUEliQrNRqUN0jNvYQO+H+2jssP0OtyNbrjBu/2Z3HiqifD5vVnwmvUgFTcRNMKEgQylJvQbPw09XuxSkNRoNU8BPazGxEwMwgMeOvyB1yBpPGuinwXX6othWxknxxek9EDTxvrX0AWMnuHhhNps1q2Iro8YJSjuAi1INeo98fi6lH1nPDxyxGRBgIw5Ks7eoFNk/2Uc1cJRjkuelkmYfpXFBZc5PjdlgRhyZMBol6hog40NmCdgYt2SINS6BcRjMjKUCVQAZj8cNAONvCph4j7Ro6UIg+6VWOr/rOLAZBIqfm5vgiu9G99M/PwnDgkSy++J6BzrHsP4f5wvbPcT+ojFRNnixS36w1I0aMRwbmgnKDHGObcYIMQ5L+76CPf5Ptx7vh+OJhIFmsHI8ctFhe0km/V8ZWgoBosZXqRHHeCQ7XMbGFy7WKMgbFXTcdiQ0eLIBgj1p26ibAZWVSgUzMzMjFDmVLhE3gQk7IClJ10Kn9k27WBKlQDUIjW4yMlBM68xkMpienh5JNyY7xfXsqtWqYaHoptPS8KQb2R4qdG0ja97QdaJLXHBtvH6/b55Xo9FAvV5HtVrF0tISVldXEYvFRtgBTYvVCcBmi8IyUa5O5/otkt2XsK5VKhatVaSKUEHUYDAYYV0ZO8R+w1g77r+2tmZc2KTSVdlyySIdzzw+m80ilUqZtaM4YagLUe+LQIxMD5Us9QawAahUoRMEaUCpnaXHMcf9c7mcMWI4idCKZywW3ftspy45Y1u5dpyEshEau6gTy6TGTiQ7L+PYJhWd5zhPMfmB1fGnpqZMUVXN5mLcjZYA4BxjB45zXtLgbcbwknXinFmr1cw8wHNqSQ/+qUFEXUEQRkOeY4uAq9FojLDAWsqA8UhkuYFRg43GE0kGsl9klJR4oFFCRopjRcGYEirAZjziMvbVQNkNFnfiOk/2p91w29+oFJoqcsYI0MojmCG40mBWVyyFKqcgN552ElKiVM7D4dBk0mhxMVKLfLFUznzxnEQ0u4btBbApxkNdB2oBM+AtmUyaek9aSIyAiB2NQXLNZtPESTHATp+RviO/juLa7mdBBzFUkZxe0b6nVrACa1VQtFA1bkfHjjJTZHKAU9loVOwcIwQdjF3iJwvO6kK4yjrZVir7qcZiqZXKduvYIQjUc2nWkLot/PqtghcmedjjmUwaYxT9WFoCVw1WVUNTr+X6i+T0yqS6jX2VIIfvnHOasrqaoKRlOQh4gNGyHxyv6tYmqOB8RkOb2wnw/WoWcQ7WMcf7tv+UOeO9qtiAX8eh9nH9Xe9T5xll3JQZd4FafUcaNK+gyr5fit/cth3ZsTpPNvOkQEkRMH/XIFQtkKWxUIyNotWo39XdZcdKaTupjDXzh52b/7NDs+MRRCnVqqndatUDMIpWg8A1zTKXy5mYFKUreR9kt7hoY7vdRqfTQT6fN/dJK2P//v2o1Wo4fvw4Go0Gjh8/bkCUWsl87nZnVCDr9y5d4ucijWT3ZNzzZp9n3yMAYfzd1NSp9RXVytNYBmCDoVLQFIvFzBgAMGLFZjKZkUJ1dOnRRd7tdrG2tgZgQ6mqhck2ApuXUuH4p9ASdQWK8n55PGOW7IrdwGhBWbv/631zQuOYY3YdXfo8F583nx2VP40nGzxxElX955pkItl7CdJ9OuHaLh9l/unG0rI2+sl5hZne7XbblNLRbDbtG+zP7NOMG1Yjg14VdXVrHwc24g5pSLGNCjxs4KTt4Dl0/NjuOJtxsvs0wZy67KkDNBYLwKZQF7bbfl92oovNLHG+slninZQtB4z7WWBKC2oAqSpt3hQAY6ECMIHWugyKgie6Bei24n6a/WP7RtVfTDfccDg0hSvZDloQpFxtgMQOPRwOTXuVTlTGjYOKlCiVMi0UXcxUY1L4qR2E1om6SujKyOVyI8G3/N+2eP38v3anigDSmSH6joBwIErdCFSY6kLQasFU1FrjhQqe/UWz8dQS5Ri245H4x+sBm5dOIPtFhcl703bpNTTLRtuquoRMmC6/pOOK11DlzwnInhBtA1ANPz1WgZeen7pGdYL9fPys80jOPAkCVqpjVTSBgeNG5xmywhojxU8FIMAGY8P5xNX3aCS4PD7ABnnAEBhdI07Hj45rZb3UCKfnRBOubF0AjAZvu9xl6nKz52yeR8eo3ve4MB6Xx2u3JDR4cjXaVu76wKjIqfh0Md1MJmM6GL/TLQVsxASphTcYDEZihLrd7kjmAf2pmn3AYxWQEaypr3YwGKBer6PX65mKrNpZ+J3r7OhK1eou0/RRugoTiVMLD6dSKXS73ZE1dRhflU6njSuRlCwtCt5Xr9dDNptFqVRCr9fDoUOH0Gg0MDc3h0ajgWPHjqHVamFhYWEkE0qVuCJy7ZTaqV0TdqTk914mcSMQZGvsAoGIxlewz09NTWFtbQ1TU1NYXl42sUKM+WOSBBW/ZqvYoELHCfsVkxloCNBKpGuMrnIaMmRk8/m8qUBOdovX0AV01RWoAeK8tuvZ6eTA/WnU6X0Co25FnpfPUt1z9n52jKYN+CLA9MAVl/tX2d5YbKO2kstoUAaWsYDFYtH0dxfLal9PDQz2R84dZKZsgM8+qYa8HRul40oz2vidYEmvq+LyLtn93AZBfH727xpeQG+Uzkk2q0uxx6POebs17ra86qSfclfmiZM+2RANHOO+agETFfPhqLKiAmfcEV+s1sRgkKlmHjG+CnD7ZvmpL4uADBh1f3GisCvJqjtPXzitBWBj+QpaHXTx8TxsCzsyJwIFN2oZcBuXhOh2u6ZWRq/XMxOUn4WtHcoGViqRst97mTT+Qo9TS06tXo4/TvxU0AxyBTYCojnueBzPpWPVdgVybNl9SMeY1lfTNrN2EwtgMt1alTWVvpYXUYZJ+zWva49vTeggkLOfn+6v7II+Wx2PNshSEKbndVngkZx+cU3ytoQNa6BoPI5+apwe/ye4YUwtjQQt1aGsjAZv233P9pTwGPZ3jkECIi1pYMcKKhusWXUuRsfvGepz0P9VlKGzQQ6vZTPCvIY9plxz2m4aLBOXKtAb8XP9qMuKf8xsYUwQlS6Zl0QiYXzAVK6MfaLSInvERRDV7+x5HprNpllsl/tqNoGCLrVkqUjJbinFqUs2pFIpFAqFkbW5gFG/K8GTPgOmf9frdcRiG3WnmPpNVkCt+VwuZxg1AlB1TxYKBZTLZeTzeXS7Xezbtw+tVgvT09NoNptYWFhAq9Uyz8OOD6PY1oL6unWQRFbz6ZOwYEpZHrKsFFupsP+yNhkr+GqtMipRurvJnlLxakCs9hsVKm5liWw3PplYvaYCH5Y8sYPOOQkBG7EdVNJ2m8hiU9huPgs+Y05MOgFo2IDreP7RqNLVCZQ5ty30MO9T2xXJzoufTrNd52GO1TnQFTrCft3tdhGPn1qInixQIpFAoVBAOp0244vVvznWlHki26uxufF43JyLxgfbwP85vsnyamKFslnKMit4UmYZ2Bw7q2OMv9kkhvZpBVe28Pq6r7Lbij90XNnsW1iZ1GidmHlyoUftRMrEUFFyXR0yLrxBKinSnQwWJUpWZK3baSHbnZXKSdfK0QBxnoOATSlS+0WSSdLUbE2Z1rbxJfF4vabGOvH+eP88J61VVa4U9fUqeNLJg2xbMplErVYzQYl8TnQharC9WtF+sR9B7zmSvZWtsFH2e1Vhn+NEz3Gg8RhK3fMYuilYWDIej4/E8CmYUBCkGXI6XpXFUkUOYGQsaCaeAnkqdI4tDTZVllZLFdhWrsuFrePClZCi+9sGpJ/727aWI/nvJTo3sp+qS5vMsM4zmkilBgcJCLsMAudVgioaFRT1otgxVmyfHbsHjBZktsehJkHZ/d0lSrzomNHr+Y01bttJY2KrY3JLRTJVsfhtt+sspdNpNJvNTfEKDGql75a+YFsRK2tEgML4DL48xkHpiuisoUTLky+BSJ3XUaWtip5KmRmBDK4FMOJ2s4NY9cWQ9bGrhHMiUtCo1j47M+9LA8LZ0aanp9Hv900RzXQ6jU6ng+npaXQ6HdRqNXS7XdTrdVNkU6tEa0C+TmhsG7A5CDGS3ZUwCijMOVzvSxUk+zkAw4oSsJRKpZF1u1i0VcGUWnh0qZGRYX0nDZDlMXRf0yJmn2NcJNvGa62vr2Ntbc1sV+WpGU88XzweH8l0pdKPxWLGuteaMhoKYBtk/F3dl8oS24w8MJrRROCmWUMuK9sGYEHvMJLdE3vsucgCP7Fd1jbDQlG2FIAp7UEmioyQslC6bh49JhxrnEuTyaTp91onigBH3fD2n2aZsi6in/Gs90XmmHOXGk6aIKbGFM9lG1b6TLgP9YaGqvDaLhc5v9vX2Q3ZUsyT7brj/7bojfEmNGWSn8qckNJXEKFBZFRgPI61j9R6JcXJwpuMh+LxCpZ0AuALViaJQtDDeCjdV61gVe48D2NIeP+cPJRp0mNciln95uqeIMAjNcoigZ1OxzAC3W53JPOKIJarxqsL1LbI+R4jRb53YjMikyrxSUStTF47FosZY8HzNmKUyMSSxgcwotBpnNA1z5gKKjo75pGGA61qV+YsWS6OXzsLlgqU7LW2jc8Q2FC+6pK2WSO7f9sTDMVl+dqgx3aFu0Ic7GtF4+vMkp0ae0FGDHU6x4XLDa36nd4SjicyxDwPM8LVq6J9W8eaxksp28Vt9vxNUUAGjDKzOu+5mKIg48CPmdWxpO/EdhlS+Gx2WyYuVeByBWhHwP/f3pntNpIkWdtCUlKUqD2VVdUFzO0AA8z7v8lgLgYz6OrKTim1cie18r9IfM4Tlu6xkJQyq383QKAYjMUjws392LHF7Xv0TqcADfNSifXp9/uBcfrw4UMIgoZZ0uKVZssFEFn6gY5iZqFDkammdTB8Ro3ZMpXTI1ZNeVaAYmYhMF1X09aMBVxpxHAR60HlcGWg6OhqRYSXs1NeuZt6IrSfwL/n52fb398PMRkAJ2KdNA4LhorFh/v9fmCnKPmPK0crQKuSZ3kfWWfwrnIRpYCC/j+ZTEKdI4wNTZhA/+iDOzs7IdMVvRkMBtbpdOzs7CzEcNB/uSeSPgD8e3t738U60hd9zRezpR7s7++XMphOTk5KQed815hGjvfMAM/AB4jr+BM7JvV80W/9Pfbcs/x8ojpo1iyUoe6degOVP4wKzdpTJlc/dbmjnZ1v9dzUaIE4wMPCfEZdw+l0GpYo0vvQGGJlWtXVTmau1qfCcFFWVkNiUi5uNdC5ticzPFBiuz9e/9d34Q0T/85WndNWzrZD/KCbGpTVklRkyIvBh6udBNDiYwh8XJB2NHUT8CKh5RmI9WVoeQF16/kXz/WhNhFYGfVRF0VRyqbjfrln6j6xn2btaKfycSR6Tu51b28vAMWtreXaXgSlE8TKZPThw4cArliI0cxCATcoZCx8nlnsfWf51xQ1JjQAXQ0TBlj6I3qnjKzGValLWA0SMwvJHbp8EfqoMYFevFsCVwdjiOoVRoi6JJowqjH2aRUWtgpopXTKs11ZNi9tx7M6b0tb0fNp4hG/eRZW+60as4zXusoF85nOPbig8UQg6JGCJ9qgc5LOR35+Ut2uikmqMtz4Huv7Vc/ez5te3oLZXRs8pRA54kGOBsAx4bOkBO4lmJ3xeBziLbSQV6/XC0j69fW1FMMQS+EESKmvFkTu45FwM/hifEqj0olxe41Go5K7DaYMJg1XGi5GnXBiKFtpSU0H91Vkd3a+rU32+vqt6KcyR9DA3leMVU8187u7OxsMBjafz202m9lkMglM1GQyKS2urAU4s7y/NGUs6varYqX0HOir0vqwuOisBnrT74nTODo6CjXUVL/RC2VyAVkaN0G/x6jS7FiuwdhABizjDbqilcaJ+dC+zNjhn413AyigjFmzMWk6ydaBtybnyLKa1DFJsYm97tim/cKLn0t1vollqBMHtVgsgrsODw+hMJoEoq5Bgsl92Ihm1zHHEMtIJh+fzKG+zAHXQk9ok87D+rveJ23SMaAKY/BbmwByr7ur6tja4KmJxDqkf2gaL8FCpGYWXqTGMvFyiOHh/JoOqddWMMULgbL01rQvra/gSWM0mEyUmeHcULAahKqB7p6O9D5dREEVk41mGuo6Y7SFQqNK62qcBxY9pRBoIxMixykTZWalOJUsbytVg4Qq+nsCWWVedUDf3t4O9WloEwM5ouyVmX2n84ATv7SQskr0dcAQSx5piQXAHgaaB0E67sAgK2PGPj7rx29b5bll8PPXkLd4X+vqqmed1CvhXcsIIAQdi51T/xSEaAkP1T3c7rrua8wlx3f1xmimrX8evi11gNZLk3cVA8GxdrR572uBpyoazQ8+uo9/mQxms9ksBDBvb2/beDwuxVRo5s/u7q71er3S6unUTFK3n15TLVm1UnF3vb6+BqsYFovjlC1Tup+264BNHNVkMrGiKML6Yj4jQlel1mcZ8xkDoHq9XikbCQVif5apYB+sBt/RAVF3d3fW7/dtMpnYeDy22Wxm4/E4lDcgQ+/x8dFGo9E63SVLQ2kygFcNxlXgq0pPVejjqeuopUi/pz4MsX7Q+Gqx+kSQnZ2dAIA0m0+TP1Qf0WuMAmIEfYYQv8P2jsdjm06npcQUWFgWWO10OiEphOekTDPPz7vyY8DWP+M270R/z6Drx0gVw9TkGLPl/NhEn3VfZYLUqOZPdcOv6eh1jfFfC9EyX2rCk4bLqM4pSFJGSu9XXYcI8VWMERqri2iyiupZCuhUPfeYm88/39hx/v82ILcVeNqE5aWgQ38HdGA9QitqZgBuNbNlrBIUJW6Bh4eHEGCt/l6YH436j/lucf/5YDjdDxSN1apWuMYyacA15ye2A9ClwXiIVxy1wFP0pjJsAM7X19eSq1AnHY0jgYJVdwhU63w+t263G5auyczT+8mmmKWqSVrdxDpIVVmAXn/9BKGMp7oCNIDbu7nV8AE8+cmBfuyZ5FjtMlhqzfCD+SXeQ8upMK6gl1wDaz/1/JpICjjFnnuWn0vWZYyaSJXHITbG04cBNRo4jo4AjjRDD0Cka9JxTk0E0YQQNRaUcPBGBXqiBTHZxxsiKgqYUsxT0+fcVo/WZQRXXhi4aQO8b9HfXMy6UhBVFEWoDj4ej0tZemTY+BevVizfte7L6+urzWaz0qCqQXj8zwSgkwYDqkfmdBwsWY+kVRlov2bBeYVRtx5ADPCnLhRSyol3op0EiqMoCo4UFPZ6Pfv48aONRiMbDAalquTUgjo+Pg5gKoOnHyfrgqk2A5M3djxb5Ad2Mt2oBo6uoXvqCoeZOj4+tt3dXTs9PQ3M72KxXBdTM+JSAEQHdDXAGJem06mZWej/jBmAJw0ujzFMmnWq+6ibUWM89NkhMbfJugN3ls2In59i/+s2na9ix+p4r4aIGsEaaqLgRI1ljW9Swx3963a7tru7G3To5OQkbFdjmWx06rZpvLD2QTVU0BUFV+yr2em45TRBRAGeug398+BTWSd15ceefeyd6femjJN/L1XvvEo2EvPUZiDQjuU7Gb/7rAOEl0nwmZYM8OCJ78RGEECnVbc5l7rL9AV6EMMf56GTUeATq5UshlhMFB1L0Tj37NMv9bn44mHsp9QoxylF6q0RXVYDRQZQaRAgFaR51qmMpyxvL5sATU0lNvFrP/ILiJotlyrZ29v7zo2urgQGVPST/ff390vLEeEiJ87PW6V+7MCo8NlzCnDQe/QVndbyIDEGWJkoBXE6Tq3yXJGYu6DpJJBls5Kax1LAPQXqY4yt9yB4b4HONWqo6G/on4InllnRReaVJdJyIlr01rvPVKfRUz8v6xwXm9d8H9YsP/980R/O6VmsdSTWFs4bI2v8fk1lI+Cpipau2z9mDXvXGr8zWD08PISssq2trVD0UX2/gCeQ9tPTk3348MEmk4l1Oh0bj8el62iMBun6T09PYQVsD6DoYGbL4DzasLe3V+pkPluHc2AV8AzU/6zr3cWCAlFcLTqKZeyZKlVcRJeKYXJjnbzz8/OQZcciw4DCbC2/r9Q9b88QcUzdxK4DOf1ZrWLdrinIOsDq8iw6kB8fH1u327XT09NSdikGy9nZme3u7oY17TQbDsaXiuaU3gDQa1/kPmLPgQni48ePIbAcNpb4qNhz5rkR34hxUhTL8h1cm9gonpVOBJyDLEKO8a4JbyjGBvitrS37/fffK99nltXEsyGpfTwAQidSk7TZ9+43+omPJaIPo08Y+3od1UM1TGBxqfKNq402KOOKh0Zd6n7ZIrwYsRgkzqtGOgb3YrEoVUFXRphnwvPQZ6ZhKFqok2dJ4pVnwfS9mC11zbcztq9/X14U8FXJu2bb1YEp9vMDIvv4wYnjSIHe3d0NMVB0FFgiwA1pmwSlM2kAVqbTqT0/P4dOCCJX6pWOjChTpemYHqErO6RWAdt14Nc6Nf4ZKahkO9dUFkrPGZtcyd5jIjSzUI2dBWBZEJZldjJ4entpyuT6d8tfrJikP47+6tenQx90IFcLWI/TwNLd3V07ODgIJQq63a6dn5+X4oZms5mZWVjwFOMB4OENE+KgcJ09Pz+HZZfG43HpnjSAHEDT6XTs06dPwaChzpMumuzBDKIuddUltptZyFb1WYOcS9vs60v5ccyPad7VkcHT20qMrfDfvfHMmMvvMYZDdYsx3ceh+nEflojjNdaPc/gwDF+QmT7K/qqvPhyFMgj0b4xvwjQYT9Q9ztjggZI+J3UNcgz7IAqemCs96FJXnoIhfe6wzArQ1ID05AHt5Bq+XU2k1dp2TSlNPabJOfx+VUyWBw8ItVtwM2nAG1lnWuLezEo0qC/YVxTf1hqCqUK88qhVoGnUMYCj94IiAPgUnGkmBNdEmIz0eZiVwROxGjohqdtE70XdErQNxSQrqdfr5TpP7yxNAJQf0LX/+P34U+tXB3ItzaH7YbFqmRAGc7b5mmgM0LT/4ODgO2NCjZder1dyNbAcy2g0Ki2JBBuUYts04QH2q9fr2d7enr28vATGmkF2a2urVO+JMh9mVgJsup7k9vZ2yNojm5Y1/KjMr7XUNKuPdsbec4x50gH+P//zP1ftSlkqxAOeGJOEMaFJDKor7OddVKoPGo+kDI3OfVyDLHJlcZQt0r6hrnBleelTuroH7cJNt7W1Fdzk8/m8VI5HPzVBCjZM9V5jpdhmZiXDA1EGid+0VJAyvXqvmvFnVmaaFouFzWaz74xG763x79S/N77/9ttvjfpOK+YppuhvIb4jK+pU+o999QUwwIGaoerJPoPp0RfCwFsURcmaxIWnhfu002qHRbGwGNTfq8BIz8MEZLZ0/dEuJh9viSqg0mwGZbvMlsGtCp5itKkidK8YWP29Xi9MYhk8vb20BU6aOaPb/L4KkmB9iJVgsPbxDkdHR7a3txeYGw+e6C9+kNR7wI0Nq6uWLBmhOtnAfA4GAxuPx/bw8BASPNCb/f39kj7Rh9HDk5OTEE+lCR1MJhghGl+l+qplDCjiqa7ul5dvSx2ZWViPE7A0nU7t8fExFJlNWctVlq7X9yxvK2qMeneP2bJfwZpiSDBm6rtUdlZZIgwV3Ha8W/ou4InECw+K6A/0Re1HjAG0RRkkjA6zMlCANMBAAPyTRKVhJ3o/zE2ara3ZfDwLD570nnX+hs3VTz9nqrenKIoAlgB88/k8hKrEADDX0mem71a/vwl4aisxOqxqYvCTurcK/IDjKXd92PpbisnSScW7JXiBvBR/fg3kUwT+4cOHwH5haWiwnw6KuMgYqOkgPusnxsxp1kNRLGlajlOwVBRLVw7AUTu4InA9J+eLsRlZ3lZUT/RdmC3fLTFGAB4dPGFXzawEivx6dL1erzSgcx0GpcPDw3AdTf9XgG/2/fJLgBztqwAVmB8Mlfl8XmJux+NxyB7FCPJxh2o0UDNtd3c3uOkATeiXJmkUxbLOmQ7eMFOPj482nU4DGGK7ZuZqbMhkMgnWry5dA4ut71TFuxJ0P7Zn8PT+EgO5GJMHBwehmj19SucNRA0U5gHPWJmVM87Uhe6ZXtVnjvPuZE06Yk7xCVGEuDBWaP1CDAsMec6lsU07Ozsl9/zu7m7QNZ03mXN87BQEBvOcN1A0llHJAH3W3J+CLWV3/bvUcU31SokI5nQzs3//939v1E9WAk8x9qLKimpyfNW+sf/rQBH7aCVw/7vv+H5w5k/XstN9zawEnvhkkUaC+OhcPsuCSQWXhHYwRd4quo9mwCmFqZOn/q6gyA/cdFbtRGrV+Ak5y9uJgn+z5QRKv2AwZSD3waQx8KRZOrgOfN8E0BPk/PLyYoeHh6HMhwaLcz11pdFmwBGMD31bB2mz5QK7/X7fzCxkAk2n05AMoiyvZ1gZ4Imv2tvbs0+fPpXiFAkw10WJAW7qAlSQBPOlyx1p+QS1zJ+enqzf79vz83OpCKe6zmPvl0/PcPh9Mnh6W/EGeux3jEeSIk5OTkpsvp98F4tFafz3rK6ZlfoHn5xPi8IqeNK5waxcNwmwwvnVhQy4ADyp68wHbPMdsKgEAZ6Vo6Mj63S+LfhNrLGOUYwFen9+nlIGTccFDQ3BQGF/s+UKB3x6EOW9K56FR3Q7z0JBbRPZWKkCPmMuvZTvMcZM+XNyvEfaek1lgfifl6rF97Tuk1rgHz58CO4L0D/X1f89HagUpCoRnRyr08cUaXwIEwyinRkmyD8H39HNvkfPfKJsHkDy6S0glNrfS+w9xTplls2J1xGev2a3HR0dhf6ufZ++w6Ds+7mmNCtLqdajFnz1DC+igdXKzNA/AeWLxbeK+1rQksHZ7Fv/ZYUBdTdzLSxzBX3cDwM5geEaqEr9KLbBBhFHhcGj22CrdGDnfwLASaB4eXkJ7kgmLLMyo5B6t/69xn7P4OltpUkYQswN5MET31XnvFtd36Wynjo2Y2TQT2NABzebGsTsB9jQuCWzZUIFzE9sPlbj3meuo2tk01LXzYcHcG86LmgBWzLfzSzoGZ/KNHMc4wHPSFlsH2iugeWIhs94Isa7xtvOZyuBpzprSjtCUyQXY5j0PJ6RUaCAZaoZBWppa0AbFqhOJqRGa+qnH7wU8QIu6IxVNZjMlinavCgsCgZuQJqma/pB11sJ3m3nWSK1BLTd+o58zIiyafpdwZ9KduW9jXhd8H/048PDQzs5OfkuJoIBm/eusRrsDzMVC+qk79HPY+5x7Rs68Jkt+w8FKqfTaXBr+b6t8YRMCOisB0/b298KbB4cHNgvv/wSyh0ApnCNqK6gX/R/FsBW9xr1zBiUAVFYwxqsTizW4+NjYJw0sJYBn23KCPv3WzU26vvO8uNE35uOlzFgpIHSPqzDs8fee6Bz28PDg5ktJ3jdh7Gf/qruaxVfg0mZWtUr7kOZLsgFkkUwUJgjWU7p8PDQzJYLe2sbYa8BUJ5xUl1UfSNwHTccYTPK+irjpPOtzmn6vvS96TPxOKKtrm20zlOKemYf/z12jpiodWq2TL/EwtYUTB/TQazG4eFhqGasbgdlorBc+T32MD1gYZs+A22X+ooBZhoLRYfW86nl7NOqtXN6IOk7i392ymTpdRWt+2edB+8fJ/7ZqzHh2SDdRwdJPcYDaLOlharnWiyWsX4AEaxgLRGAy5l9fe0lRCcVfue8xPppn6X0AbqrLgPWtcQ1p/cJwFHLFCMDnZlOp6F2zNbWVqiIzr0rywRwYhIgFqvf79t8Prfr6+sAqGDecDVwDbPvl6WIGYox8XE0WTYvdcwTvzOhM+G/vLyUMrg986SgxjMiyjpxbp1TYJbMlu44zYTjj/al2C2zJfOirJKy01r6wFcZp8YhVfmVWCCb1OwbeFIdY0wBADE/afu4J3XZYdA8PT3ZZDIJn7C9qmN8+vfk57MYWOTTg6e2uraRmKfYDeh3/7sCqarOm0KQWvALgAS9qFWNNQPg8PAwxEbopMIgTFwHTJTSnPiwU75T7+bT+Azavb29HXUNcg617jmeDsZLVvDE4KxKkPLv4pbQ560Tjw7y+rxjbGKW9xNvbHi3bYyhNFvWENPMNvqMH3Sw4AAZXIvFoBmo6BMEUuNa4NycX63ybrcbfi+KomTYbG9vB7BFf9flW/b29uzo6MgODw9tf38/uCeV7dRYLdpAeQMmOO5BY0XMLKSDHx4e2sePH202m9l0Og2gDiv44eHBptOpzedzu7+/t+l0apeXlzaZTOzPP/8MxWQBj+pyUZegj39KsU/eOs7g6W0l5R3xcxkgeTqdlvRLDW0fj0empdZsMrPvdFb7pn/nCpgAG+rtYH9NWlIwpWVnlC3TiuMKnLQKuc6lzI0YKa+vrzYajUpgyYMn7tMbOwqacNkpu4uB8vDwED7RMZgsLVVQNW+p2459FCwprmgb07vRmKeUxDpoyvWnN8ML1wJ4DK4KlNRlp0BKg2i1kzBAalvU+lYrXNvCQO2Bjz50RfmqLHr/fiDX+1cgFnOneCtWfe5V78HHQMWsXz1HbFDPAOp9JPbu9X0odQ+d7eOEAN9UwYbhMVtao2ot+ncLe4IbgXPOZrNAresgqdfSbBodsLk3hLYyyKOjABs1MrwOmX1jzcbj8XduOR9/xe9K66O39GsFpn6ZGMoOAJr++c9/2nQ6tdvb28BG6PihxTVjbk99n3UuvDahD1naSxVw4n8AAyykutJ8zKDZsq8Cqiiz4cdoZX9josayxgpqrBP6xnxntvRcqKgLkXgmvyC3enH43NraCrqkz4J+rrrFJzFNqt/MnxSqZn/P8lJbsd/v22w2CzoGeFJWK+Xx0mvH3HbqcdF9Ut6mlKwFnjwg0G2eWaqaeBkgGGixKPGt+vV5iN+ATlRfrRbu49wa40QhPDqiBrVpPBMPkg6kLgSlQDV2SeNO9LmQhcN3zwLptaB5Y0riJywFlF4xfcdiP19cTN9ltnJ/DvGWqZ98GbTG43FgdLT2zMPDQ0ifV73UAcTraypWbjQalfqJxjaxH/1yPp8HPcXixl2tIMW3h/b/8ssvdnR0FIwjrrVYLMI6lmqoPD092XA4DC41bSeGjroZdJzBwFLWCjck2X5YwePx2K6vr+2//uu/bDAYlBgn1U8mMGXsaItP/kD8ZBpj27O8naixqp8IfVbj2Fh1QeeelPg+qaAK8cwoehuLm9OEBNhaDQl5fX0N7QGocG3YIxhXBU8a+0ToCkWSMdL8gvexukpmFrbTJiUvOKdnn2azmU0mE7u5ubHRaGR//vmnTSYTu7i4CKBK7x2DJRXkzf3QXt6TMoNqnKnuNZW1wJNaRZ6Z8CyODpY+noZtfkmIk5OTEovESyXugRcCcAE8+QenwII2qvvLbBn0RgdcLBbhYTMhMSAqWMENBx2pykEbkFQMBBZqTAm1c2rMimec/P158e6Atu83y88j9F1qttAv1I2FPsbcemZlg8Xse38/fVTBtpkFep1z6ED/9PQU2qMB6RSoRT/UZa4Leis7qi5J2qmTGOwQLkStxQazrJ8etKE7gD4d0ClTAAi9v78PfxTt1CSQ2HNtqzcxELXKebJsRmIgin6uugXz5JlhM/tu/I95Ljg359P9fTyi/0MnXl5eAlmgMViQAJ6U0JhfjbflvjRTD/1QNjfGpKpoApWCG2WpNbYQ9hZdG41Gdnd3Z9Pp1EajUSg8q/ORxjTG5j/FAPpsFROYrQaawvtc6Sj7vnP5G4iBJzMLFL0OYFiU1KyhCNfHjx8DMFF3AJapolnOQRAfNKdayWZLVEyQp9L+Hz58sOfn55JVAZADFHF/2vm0DILGH+Ei9OhYM+X0+akVowqq7hUCd/W+Yy/fb+P98CxVKVG4Ogo7y/uId916oW8Ph0ObzWal/qpLCek5YFboc6pTOsj79GK+Iwx6vv8qIEI/T05Ogp6iMzrw7+/vW6/XC4sAA2YoWaAGQqfTsfl8boPBwCaTiV1fX4dxZWdnJ1RkjjFoiOoAFjGDNn0flwHA6fr62v77v//bbm5u7I8//giuGzMLz9qzeN44XJc9ygDq7cQ/25gLm7EYg0Vj+zwZoHrhXc4xoKI6DmhRdjhGQNAWzSbHeN/f3w+gTr0xaqRwDPOUZ5a19IivsK/3zbyYYt7UXc9YAnM3n89D8D1g6fb21v7v//7PBoOB/f3vfy8xTjDQzKk+S9gnyPA+PGmg2/Q9riIbYZ48aKKxZmX6GXAArc8N84KPjo4CeGIQ5mHFwJZH0EwCPrBMrQSlYfWl4NLSAE+lQbk2x2sWAx0NEIIbD3pQ07HNluDJo2TP3ClS9rEpPrOiKcjxE4sOHv7dZfkxUsci8htMjpmFfqoMjA68aoH5AVDP6euneOZJg589M0mbYGd1u5kFkKcDvk446AvHcByDN4AGtslsWRZBJyy1LmPjEeOABuJyPU2ZnkwmNhqNrN/vhwB6LZibMjY80x4zZGKfVe86y9uIH3Ob7J9iMz14Uj1WFtTrt3oWdEzW3z140rnBAwbmHI0F1vlC5xR/T3zXBAjc0LRB51o+fV9W74wff7S0CazTeDy20Whkw+HQxuNxcBP6ea9uTNTn7f+PfU+do4msXOcpNvErQ+JZGcoA4P8EeCh6/vjxY8n1pkX09AES+wRI4QXpIKtr39AZAHDsw+di8S1+ZGdnx8bjcclFSCyJZ5D0/oid0BIF3g0Zi79AuB9lB0DqGpyrlrjGa8QCEVOdQK0kH4eRsriyvK94ZffvgO86mfsB3EvqPcbcTrH/vYGkgygDKP2XKsbouNk3fTk/P7derxeK7HEcBgx66jNBp9NpKaOtKIpSVlFRlJcn8swP19dYJ4LNOQYruN/vB/bp4uLCvnz5Yv/zP/9js9kspGanWFrvIuUZaOyitivlMvCMRDZm3k5i/d3rUJU+6v/Mg57t9OeIXc9viwFwf269hpIT1C3c29sLxWNhmTQ4XUNQEJ17YrWk1LiJub7QTSU1YOw412QysfF4bMPh0Pr9vt3c3Njnz5/t6urK/vzzTxuPx9bv9wNJYfb94r0xVknfgz6bGCOsBmRKD+tkZeapbmJl4FSaEEDCop4MkpoaycvXmzNblrPXAFUGWzqAZiEp6PDBourPVfQNEPHZQrxERa08cAVoyiwp46b7+pepPnC19D2DxrEEAap1o0GCdeLZwiw/p8RAk1k6EaNqIN5Ue2KDVcyQQoc9M0x5EZI30D0tkwDjq7oPsEH3ta/7vuyBh2dqlXny7kgyCXErjMfjsLivuv/9NavGwhQAqhu06yzkLG8jTQzGmDHjmV49V1uDpu76zCuaxabAKfaHPim7xfwWA08aD2xWLqfj2+qZMTVq2Idz4u1hCSQCxYfDYSgJ4supcM+p703ms9jvTZnflKxc50nF04fEM7D2FjFMgCe1OjV+p9frlV6SpjyaWSlwTV0UiJZ312C3GGL3KJTYpqenpzCwa8aelj5QSlLpWPblesRGYLEyKbC0BJMI22Mp0hQaY9LQzg8DxTOlLSopK9Z/+glHf29CmWbZnCigV/GWaCw+g/28OytG7et23r/XC2VJMSI4tw6KgKZut2unp6chowcrmPGAJWVgeSmAR10k7Y+6hIqmUMcybFQfzcprOhZFEZaWYKxB1zhuNBrZ1dVVcNNdXV3ZH3/8Ybe3tzYcDsNYpQy0jnf6nWujqz6momoi0Gef5X1FxzzVm5gepr6rbqXOnxqLY/vrMXxnvGeduW63a2dnZ0H3WH2AjHRieReLRSgSq6EoOpbQfg021xpR2lYFYWYWjBpNojJb6gFGyGAwsPv7e7u7u7OvX7/a5eWl/eMf/7DBYGDD4bAUBF6nCx78xRhDz1Lpvjq/tdW5xuDJMxZ+ovXoE9ZJLU0f1MrAwjHqslLLkIejEfrKRCnY0rVxFDyplWm2pN4ZDBeLRbCUzaxUXVknKf9SYw/cWx4xK1itBO+aBEBp1VU6P9fjHDpweyX221cFP02ssSybF//cq5Tb62Dd/psQBea4qf16kgSMUxhT9Z2+C8PqM5k0eFXHFR2wPThRAKPPT0uJqD6jV7BbsE/Um8H9D3CMDb6IMg3+OdUxTynLOIOoHyPrjHmx8bbNe/TX1v8BNRo/2O12Q/IUXh5lb9WgiOmUjh2cX8vxeHbJtytmmPksOzMrrR2Jvk2n06BrrFSgsWExIz/2rP2ziwGnmPj5sc17as08qdVrZt8hdABIt9sNlmav14sOKDBHpAcT/e6BAqLMkw6AUIAwTso8+QrDgCitA7OzsxMqi4PcNZaCIHJ1Syg16RF5bBIriiJMKKenp2GpiZ2dndBpqC/Dn88apK2cr9Pp2MnJSWlJGS0oqs/St80HNfr/2Ve354H8fYTn7EG1Z4n8/kiKkUJixoQe69uibHAsAwhX/Pn5eYizoH/3ej37t3/7t8Dc0s8ZXMl4G4/HQVcR+juDPrWfYG2J4cD4of+rEcZEcHh4aIeHh8FNgC5j7d7c3NjV1ZXd3d3Z1dWVff36NdRz4l3wPnh2DNQ+xkKZqSYTsNevpgN/lvWlyvjl97p3mJrQdVKu00ffFgU8CKCJ6vv7+/t2dnZme3t79unTp8BEKVPLPItxMp1OQyC4Jpzo3MaxGDxcW+9H28V51JPC/AMZ8Pz8bKPRyCaTid3e3trt7a1dXV3Z58+f7fr62u7u7oKXhftPGRT6zFJMk54jNcelDJ2mshJ4arKPj/mhYZolwEAMMPHWoKc/dQ0tddmBZNWv6iuRauC4WrBKL2IlM8hrnY1YdkPsBbOvf4HKNvGJC8SsXGxQrQP9AxQir6+vYQ2k2WwW6lKphU97NfOBdjXtKJl1el+pA6ux9+G3vdU78xOBDrgwTFjBLLOC6wA3PLqIzmvmjfbvTqcT4vlgmDQAXa1bBl0GeWWtNTPXD/ywTBgus9nMxuNxyPiJVX/2k12KWVpHqoyaLO8jqwCnTYr35mgWnTJO+/v7ITMd4ONL0miMry52zX2yP2WE0CHVJU3OMksnSHigxbV9iQJYJwV0SBvDQb1fdUxu7P9VpTF4StFmOkmzHw+MisNM6liCWnBSP4mD8tdQ1xXnBQSZLd15CnS8pUzbfSYEnXI8HgffMAHsZhaC2AFyyjj5mjL68jXrjvPBbjGIqzVAxWICVrF4eT48M70XLOcPHz7Y9fV1qdIsrBadWdkpT+f6CTH2fx7A31di1qoOEO8FaHUAVwYKUMK6cwcHB3Z2dhYYqF6vZ7/99lupjhRgh2J7k8nEHh8fw5pxGA1clz5H7IaWFaHi+MHBQTAuNCOHrL1ff/01MN8EnRdFEYpt3tzc2MXFhQ2HQxsMBnZxcWF//PGH9fv9UMEdQwvxmT9IzKWh21MDux/8dcL058ryNlL1jKv0rU4X27w7r9t8EgKDru3v79unT5+s1+sFxokF74l9hTCgCj5z5mAwCHOMliFhXkLXtDo+8bZq8DD/bW1thTmS4tWq86+vrwEo3d3dhey66+tru7y8tC9fvoTCs9rvY31ft7cFQjEGal2PSivmqeoifuDwLArbYVhgUV5eXgJ74l1KbFPwREfQFG1fq8W7OFRSqZ5cZzKZmNk3i5TFHz1bpp1J2+lZHfUf6x/7E7DKM/IB4z5t1DNPOkkQcEsw4GKxCEqndTmIN1MrwndUtvv7ywDq/SXFFKbexXsBK8ATgzosk1rCh4eHVhRFaR0qs2V1YMDTbDYrMU8a6G5WTovWIp1YxXpurRVlZiEOC8NL2W2YJrWAqe0E66SxkSqpgTdlAdcBqCz/erKOHuqxGiC+t7cXQmH4I9YJQ1nnTHQK8ATz48ET8wjX07IGGAv87uOlPLur84ca/9PptBTjpIwv50wF23tpoz9NcUtbWZt58r/DjhDDQIyBz9LhwWpcki8e6bNWdODzTBdtq2ufuslUuAZ1Xvb29uzp6akU/Kr3B/MFqAsPdGdZIf3w8LCUncc9Uj2Z+6Cisa5WT2ebTCYBPGkBQk3/BqBtb29br9cLFoQyTsfHx2HRVVwseiwKoODTx9pkeX95T5YpJuru1Xb0ej07OTmx09NT+/XXX21/f98+fvxovV7Pfv3111LAaqfTsZeXl7DUAv0dup5PClEyHhCHQWDs0dGRffr0KcR6kMGjLrnZbBbiCqlKrsCJ+mg3Nzchvmk4HNrV1ZVdXFyEeKei+JahF5Mq4Npme0oysHo/qWOUUgam35ffPLvRRHdjALwolmudHh4e2tHRkZ2cnATGidjck5OToB/0f7wZrPmousa8DICi3YSS7O3t2eHhYWB6u92umVlp3VWz7+sFEurCuWB3n56e7Pb2NmSw3t7e2uXlpV1cXITisx6MpZ5Jm2eozzHF6K4rKxfJpHHaUH6DVfHBbpQAAGzAUKkbLwWetGNqWqW/tm9Pk+8ABaXzp9OpdTqdkjtQ98XC9dfUOjcM1P463D+AyFsD/D8ej20wGETBE52ZeDEtSLa9vW2z2Sy4DGGbUDD1a+tagKkOmGLxsryd+AHZ61ybd7GO+0cHIP3e6XTC0ipHR0fW6/Xs8PAwfJp9r7cUfR2NRqFa+MvLS2lgh1XW+m2AIDMLy7AoC6zCdmWctBYbejKbzUJtGdU1WCeOZ4zyzzL1jOveQZPnveqxWd5emoCodc+LjjHOd7vdwDKRhMGSRrr4LkYCevb09BTYXUoAYMBoPSUFTzpn4wKkLqPOxyrMH8yh/I4hBLurVcRZWoo5P/UcV3mm6+haG1k52w5hsPKoUYOcHx8fwwP2FqwyTv6lpCbtGEJNoUoPslJIVEEfnczMbDweh1oasdgmgvZYTgb07ssImC0X9p1Op/by8hJYJQrx0aFYHBHErutpmS1pXNgtrvnhwwc7OTkp1dnAMidGBJqXCrRUN8flokVKoWk1lizLjxMPYlaNw2giyjgRtE1WKpbv+fm5nZyc2Pn5uXW73VA5HNaIekpXV1c2m83s5uYm9HNinR4eHgKY8u5qBWqdTsdGo5Hd3NzYx48f7fn52Q4ODuz8/Nw6nU7o56yrxzFqIb+8vNj19bXN53O7vLwMdWZubm7szz//tH/84x/2+voaAJoPFm/jultXvCWe5f3FzxWx35qcA6mLjcL4pv/2ej3b39+34+NjOz09DewTmexkVr++vgYDZDAY2MPDQ9AtWF50TmMLmZ9VvzH6Dw8PbTQa2cnJSakmIRl8ZhaC0312HVnxxFfd3d3Z/f29ff361a6uruzm5sb6/X7Jje7jcP2za+p6a+oW34RerVVhvCiK71ggftMYIb8An58AmrqHYg/G06qpTp16wN6SACAANohD0gw62ox/l85FkDZUp4/B0s4FpaoxH6zrc319bff393Z7e2s3NzeBjdJ0UmpoPT4+WqfTCa5CtULUh42CPD8/BzfKw8OD7e/vh1Xvi6IoFQMF7CrozezT20tTYBQzFHS/2LF+v9Q1vH7j3mV5lePjYzs8PAyWMO5t3Gf099fX11Cpm4Eda3gwGAQGiIDRWPsY7Nl3sVjY+fm5mZmdnZ0FRpYxRt3YylYXRRGqGY9GI5tOpyFQvN/vW7/fD8aQstExEFMHnFZlqDZ1TJbNyiYMktQ5PIAAwGihaYAUeqZrQ2rVbuqUweKORiObz+dBx3DrwcRqAWbGfeYJ/p/P56VMVdqr2eM6t8N++XhC2F3alhqv2hgj78VSxWQt8MSnunw8MNHfACYKJLw7wCy9CnmKgdLBWttQdWyq6q92AjrlfD4PIEprYGDlkmGA75Z4KECHuuPIgHh6egouuX6/b9Pp1C4uLgJKx30wm82+A5jEOlGlmYyH3d1d6/f7gZFiZftOpxPqRBFY/vj4GNquLhgoYrahzMpEZflrS5U17MEGA+PJyUnIqDs5OQmVwpWR1bUZHx8fA9OkVvB8Pg/WMDFOmjIda99isQhr2hVFYff39/a///u/dn5+HgLVj4+PA2tEP9XaTOjT/f299ft9+/r1q93f39uXL1/s69evwU2v8YkpkFoHjFZlovzYmZmnn1easEhNhX1hcI6OjgLLdHR0FILE8S7AisZim9C529tbe3h4sMFgEBgn4ov9qgFmVgJTmoz18vIS4qDIID8+Pg5ME65FQkYwlubzuV1fX9toNLJ//vOfgXmifd5bpc8h9mxi31dhqarO3VZWChhvQpOp8utgFLMuY4DLX5NPf5xvV2piiB0XuyfPLtHhcCkwwHY6neCm06VRQPJawoHj6eC463DJ3dzc2Hg8ts+fP9vNzU1goDifPkNimgBoFPyjHc/PzyHWgxRSYp0IelfmCTCIf3p/fz8ojFrwWuIgy/uL76tNreCUnsXOFQMtUPUEiPOnFrAW88RAmkwm9uXLl5I7jrWrYKCo3h27T/2uLuOiKGw6ndr19bWZmf3+++8lVxv6x75YzATNEncxGAyCodLv90vWd5P3kNreFEC1Zayy/DzSRPeaAChPHDDeUpIAAIWxjq7pXIPXAhcZujUcDgPz5GNm1YuiohnrtItyOIvFwg4PD+319TV8YpzA9qJ78/m8xOre398HV914PC6Btzb9vglAWkd/mmb6ISsXyWxCuVVZUlXWb4q+Tw3yVRZaioVKXQNGB+uaGCHACz5pOjhuNDqzurcAXvf39yEg9unpKcR43N7ehoqr4/HYbm9vgzXOZAFo0YA8X+2YIHwWL4WRIk6ETKVutxsqkuuSOYAuXIiz2cy63W7IXKI+1f7+ful5HhwcRJ95lvWkrXugDZDywCv2vzJOrJF1fn5u5+fnoVK3jgNqtepA7vs7Vidr2cXc7SkmzGxZYw2d0DbrpPL8/BzYXLZdXV0FHYN5+vr1a2ktLQJmcZF7prUO8Kw6oFcZnln+uuLnq5TnhDnn6OjIdnd37ezszE5PT4O7DuPY7FsJHc73/PwcQj+o0M1cg1cDA0WTN2Igwfc1jH4KW+7u7pbmGuaLoiiCWw8gB0i6ubkJwIlabppRj863AUVV+7YxUPy4soq0Yp7qYoli+8ca7AdMHThTE0EdSNJreDeensOzWDr4ktlDDBELmiqzREfGbYdoHSo6F/7nq6urUrAe1sHl5aVNJhO7ubkJdS80MFyBk2bE6X3qxFUURci+Gw6HwV/d7Xbt4eEhKCJt5T5UGcj863a7pSUxNEMPyeDpryeqF1W6plYwKdFnZ2fBfUB/gRUC7EPTa5/CXadLMBBL51cg0M/YIKfgSWPxdF8SPjROAwOl3+/bcDi029tbu76+DoGzuEwoE0K2nVm6NlzVZ2q/1Hmq9ll1cM/yPtJEn/x3+qvOOZQIIJaQ7wjGibrGiWm6v78PsU14ObQMkLY1RVx4rwuxhizoy/ymIGprayskhJG5OhqNbDQahbjdfr8fDCq/tJFet43utAVOq26vkpWKZDa1dJvcUAx9xhC7Bw3+HJod1KT9isK1CjhVUjVQj//ZRy1czvf4+BgsamKcAENXV1elzAdiQG5ubkKpeuhUdRvESgj4Z6DlEjwb8Pr6WkoJ3d3dtclkEtLJ9/b2AkCk0BqTCZ+sPUZGk7bv06dPyWed5cdKlS5UGUEAE2Lmzs7OQgVxjQnCdf38/BzYG40NJLYJV4IWt1TWyAdlaxkCP9Cjcxg33W43ADGCbHu9XojHoLYUbozpdGqXl5fBNR5bJmaxWJQqJP9oycDpx4qfg6rc5nXzD0L/JH6JOefs7MwODw+D1wPwz/XRK60FSCB4v9+PgqYYkVAHRtBDX9xZA8o1E5vMdOY3Yp1gnHTdSv88Y1l22p46xqkpxvDf2bZOKMpKEcBNQFTVTVe9zJRLgf1S145l8tW1zWwZpMdkAXV6fHwcwAUgSmsm+bpUWr8GPzMxTqRHa8o2VgNZQkWxLDYWu9/UNgZ+/2wAdsPh0IqiCJb4cDi0Xq8XFBUmAMui0+mEwPjHx0fb3t4OwbRYGMh//Md/JJ9xlh8vbYwd+g+DJP3+06dPdnx8XMrm1L6qbrrRaFTSB/r9aDQqgSFddFv7rs/aAaTFMncBT+xLeQ4mHTJacd9hRFxcXNiXL1+CcWBmAShxbjWQ6tjuumffdnuTwT/Lzy11TKoWONbyHyRjUMAYMKZM0Gw2C3XJNLYJA4UyOJqcVdXGGHlBG4l3ZI7EmN/d3Q1uRGJnn56e7P7+3mazmV1fX4fFtvv9fnDnmVnJKFGjKYUNUu1u+luVXq1rmKxVYTwFemK/e0mBnDqEnIqJaGJpezfd9vZ2CPomtoNPYoQ0TVRjn/AlA1RglLC4KT0AaCLzAR8y4Ma74vx9eNenfwYxt0fs+dBhNVWVDKThcBgKHEIbA6Z0VfvUO8nyflJn/VYdk/qNAZHK9B8+fAhraOE+YDsxQfR9WE0CsjVdmhgHzwqnGB1vKaNbbKNEByywltXQjB8V2nV3dxcW/H14eCixXLi8fYxTaqxrK22P1ckk69vPIV7vtD+30UMyowFNxDppf9Z6ggAh6gNOJpNSYPhgMCh5O3wmXZM51MxKgIbQFK0DiH4BqGDNzCzo/2g0svF4bHd3d+F/5psqXWr6/GLPM3XO2LYmZEQbWTlg3Oz7wWWVwSYGDqoGDn+N2IugA4DYNb4Ja1L9zJ1Ox87OzkqF/k5PT0OAtU4e1LAAbeNKIA0a5I0fejqdhpgnqEssW7PlGnMxBF71PDXbIabI/hPLfTwem9m32JStrS27v7+3g4ODsNTG4eFhcNfhpqTMAZNOlveTVP9u4kbw54ntowtHe33o9Xr28eNHOzk5CedgfSpdnR3X82g0sslkYl+/fg0xT8rk+HXr0FNEq4Cr+4520y6Wq2BQJ/GBUhwKzubzeWgTtZxIiKC8CP2dAoA+M3gTwKnJOdqyVVneV5oaLDHmSVkndO3k5CR4O6gvhoGOmw5QpHXOJpNJcImzvAkARfUlJqnxQuu5oU+UAQFAkZmtYArmCQNlOBza9fV1iC2czWbhmcSMglV1bB1d2ZQ+rc08pQLOYsfrg2riM66i8Dxw8r5dBUw6EDJZ6PpzZM8RBE5HZoDVduF3hkFi8gBxz2Yzu7u7C1lGvshmbKHRFCKu+r8p45Q6D4qmgEgLdsLCUW0WBioP5D9WUsAppjupY/U7MQwM6OgFVjAuXUAGrBLM5Gw2s/F4bNPpNASvaiyRmX3nQkjVWNP/PUsMM6TxF7R3f38/9GdNl8YapizBYDAIxstisVzRQBcz1Xir95KsU//agjGAmw4vhlbDZ3xl3dOiKELyji5zgo4xTmvoSAyI+DG/rq/hkSGZiD8FTOpGVEZMl13RQHWdi3zbmrSpTlZlade97krMU53rTm+mjkL052kCoPwLSBW081YkdOTu7q6dnp7a3t6enZ+fB4CgjBNVk8m0Y7BVehJLm9TMr1+/ht99ZoTZMlCwjmFLMW7KqMWsmqpnmzonpQmGw2EIXmStsrOzM9vf37dPnz6FmKc80L+9NGFc66xL3TfGXpnZd9ml3W7Xzs7OwoBOvBF9BIOBeCLKb3grmNgh4vd0mRM1ILzexupFmVkAeIA6BvK9vb3QXlx8AD2y666uruz+/t4uLi7s/v4+xC6SQURMh17Xg7a3lKxPP6c0IQJSeqX/K+in7M3x8XEIDQFQUfgSN91isQigRNldgq+16GVqDmgKKrStCpw04w+gB8iD4SXWiZUxFEDhDufcquOruuq8rAqc/PGryNpFMutcdbGO1gRIVcVo1IlnnABNurYb7jmoUixvGCdKFGiMk5mFtEtSMafTaXAFkOngXQerSt29Vil41TlSrNdiscwaxCrnvqGX82D/vlL3bqtYRz0H+/K/liIgjkjpeTMLDI5WMvYgCmAFaNEga880pXTCjy0xSl/dCT6QlWUiAGtkAKGjw+EwZLKq694zYHq9KoNk3QG7SvS6OdPux8kqk3uM8QE8KZOjLjD207hS5o/pdBqYXv3TNSC5RsrgqmJ59T61z3lXOJ/ch8Y6Me9R2JnablUV+jcFnJpKiolTWUXXWoMnpMoF51mkFFtVNzH4+hRefFyQbldrlwVz9/b27JdffgnLllD4kWw7/NBk2X348CEsuNjv920ymdjd3V2oTHx9fR0yeXxZ+9jgrIN23cBc9VuTffz+fiLzKaI8SxS0KAq7vr62brdrV1dXtre3Z58+faqtwJzlfUTfqdczBS+qQ7o/LM75+Xl4t7A6W1tbIRB8Pp+XquQDlqjWjRWs7i5Aig/ETrnStX3KsGphPyaf4+Pj4FrHEoY5K4oiWOmXl5d2e3trf/75Z2DEqNtELBZMsH82/jOlU/q5yvvbxHmyrC8pMiC1bypuKDavEeNEKQIYJ8AJGaskYlCYUmvuqfuONSBjLjGVulCOVNvRMxaKJ+4J9gnQRy218XhsFxcX1u/3Q91CD5z0r85j0gTorCL+WptglVd228WYqJSLraqzNWFN2tykH4Bhkwj6hmFSdE2HUf8zyJ4FRMkg0LXnoFTZ1w/AsfutsmqbbvPXqDqu6TPUzs2fru1HrEi2ht9eYsCobt+YXpp9XwcMa5S6XvR7zw4RO0RcQ4xx0ni+VdjPpq5IzfLBzehrz8AQTyaToLN+EVSkivlOgabUfdSx6n7sa2r4+CWqsrydrMuEeIPFi9ZG0klbs7VxwTHeomsAKfSwzqNRN17QXv2fMYHaTrrAvDK8qmew0Sz6ja7VjQWpNq/z+7rHvkuFcbPq9Mc2oEB/a4L2Y9eLbWM7iP/s7MwODg7s999/D/FOBJtSoqDT6dj5+bl1Oh3rdrtWFEUoM/Dly5dQjZhsAtwAmhatoM0/J56LpqEqUGnzzPz+Kas4BppSzznGkLE/Pu2iKOz29jZ6fJbNSxsA5cW7qwHCyuIcHx+HxX13d3fDgMh1MApIjSYoHPBEBlBKD83ig1Id0I+xUjDExOOpEYQeb29v29PTk33+/Nn6/X4ohKnFArVtKT1ahRGqC0Oo+90/i8xG/dySIgJ8hrfZMq4Qw1yr1s/nczOz4IZjQV3KafCnS38xNleB66Z9lk8dK0gUItZJs+0wssiuu7y8DNl1eGhirsSUIZJidfX/dZnddc5RJ2uvbect3ibHInVMzaoC0lf6USl+wJPGTNAZ6dCkhBIzwXfcGQp8fCdp0lFSz6TNtqrt+lubdxSTlJsly9tKW9BUJf48BG0r4wTIMrNS8VRSpnWZhqrFPVNMi/bDmI74PlYURan4ZbfbLVU5BjQVRREsd+IuAHqedaqSlMFRZzjGpM7ITF07y19Hmuqnjp+alEDf9K5xDBPVs5Q+xf5vKtp2wJMCPR9XCOtELTfKlrCMS5NnsUmA1ETq5uZ1ZKWYp6oBpe0DjG33g6j3n8ZAl/4REH5wcGC//fZbAFEg6+3t7VCJmJgn6FMW6/38+XNIcfbUJLEcmjkAs8Sntt1bvSnLpckzarJ/zHqt2t9TwVVMVJafTxSUePDBNn3HaskSG6jut8ViEerLYAVrwTv6Pzrg2dRY27Q9+hfTcz41M/Zvf/ub7e3tfZdGjSU/GAxsMBgE5unq6ioE1zZxmWl7q6QJgIq5UZtIat/sKv/5JNZ30R9fmV7XDdWkChhcPjHMcZFTv0n1hbklxaBq+/TT64APMyHjnHp/GutEklVRfFsV4Pr62gaDgV1cXARjxS+/knpmsc8qacrqttHxTWXRruy2SwGBKhapDiC0mZxjAzUPxQ+uWhUV5gkfrtmSQl0sFjYcDm00GoWsOiYNXdC0qk1tgSTHVX3XbbHO1MQC2YS1u0kmJEtamj7nmE7qsSnGkAGeWAuzZYYPfxSBJQ4jFjuU6nd1A1nTvkhFcXRZl4jAUDFb6i/B7D4eS89fxQbFxqO2A3NKvMGZOt97WONZNid14z0ME1XAdR9ld+mvGtvkjdomBnXbvkq/x1CB0dUYJ8A794GOqQvfV/avul6qfZtgdteVNudcq8J4Sla9sRRA8OfyrgYmA1x0Jycn9re//S3UqqBaaqfTsaOjo1KHoAOzPtff//73sKghKftVzEwMTeuk5WnDJvcfu+fU9dpI02PrmKgs7y9tgKvqUYxOZ2ke6nYpJc8ftZsYzHWAhHHSPq2WtzKxvl1+svE6ot9ZW4+q4rjsGNSLoggZSF++fLG7uzu7uroqsWS+KK0HMFXuNf421f9XYaLeo9ZUltUkNubrdrNvukbc4GKxCIZ7URRhbqGvxoBTHUsba4vfljpmsViUVto4PT21o6OjUiwhmbIUwxyNRqFaP2u1AgqbzHFe2uqEJ22aMLxVRsq7LwysF4+57arYp1WuoefzL0kfJostetZJswW0I2Jhsw4dnYNsHbUUdCBLgbtN33dsW1VHadIJdJ+fZeX4LM1kFQCVer+4A+bzeSnmjyw79CJmBcf0PcZwpdpUJYCVoihCAgdssWeMcTtSLgHGKbWivJ/sfmbJgOlfRzSOkBIcZkvjH9DEX8z1jqzqzYgdz5ypBWiJI9Slv1T/iXfCxejrTVVdO9WWTbJIVYDKt+/dFgZOSayB6w5MsUwCb9maLWM3ADZ7e3t2enpqJycnIYuImCZ8tgysDLS3t7ehLgxLqxDvwfpx3gKsAjf6fxNroOk5646vOqdaL160A6Um2gywfh6J6Ze3wrSCd6og5HQ6taIobDablfqGxkLFAJE3ZPjfg/KYgaPH+3PpfeE6ODo6CtXtn56eQvwTAzus03g8tsvLS7u/v7f7+3t7eHgwMyu59lLPsemAvw7jG7v3qu2Z6f1rCUaoZ57UgFksFjYej6N6obFSbfok+6R0LSVcY2trq5TFenJyUlqShfhgjKnxeGyDwcAuLy9DLKTWU/TtatOWdQFU1fFV7PEqbBmyNniKSephtEXNTdgW7QiAJKUdtTbRYrEopWDDOM1ms7BKNa6KqvtKtbfuPlYBPk2vlZLU+WKdKTNRfw2J6VUMDKRAO3EYZsvCrUiqToueT/UgBqBWGZD0mrq+FlmxnP/Dhw+lY9BZsuuwhquAk38mKR2pCx9oI/48sbEgs01/PWliIJuVdS72m36mzlF1/bZCf0PPNDbY13WCESO7Tt35VfNhU1C06filpudb95obBU+rNibm+tPzefpdRcvJa3ZAr9cLBTLJaKBS+MPDQ8jG6ff7IcPBLy8R+0u1kf9XYYs2qSh1ylxn1TZhorK8nzS14LzEYjA8uPExFOoyizFOsf7v9/H7tp0QiuJb5g+lCdSNwCDPUhYPDw92c3MTMn+m02ntBNVU95StawrC/PcMhv7/ED8/xdxusXglHWuVHfFjd52uVW2PxTmZLRcrJi5Yg8W1YDQZt5PJxC4vL200GtlwOAz1pzSMpm7uSxkNsfuIHd92W+y3TcYQvgnzZFZtHaf2TQ3addfQDBy/8npRFKGGBqtSz2azEBDLenQE1qrLwVvb2sYmbV2VJWpyziYMWBNr1hddU8lM1M8hbQFUE8DigZCP7avL9Kk6b9W+VWwYgjWssRdanZnnQeaPWsSrxIT4Nje1mP159Hvd5Jb6nuVfSxRcpBimOtbWj/lNxvU6gXXyc6VPyiArl8KYxAL7EiBtDQy9903Le+nUxsBTU+QXm/xjnSp2PBVceVnKEvmOsFh8W5WaFZ8vLi5sPp/b/f29PT09hfW41OJOoegmE1Bsnyrav8kE03QSiu3j78Mj7pj1E5PMRP0c0mSg0YHYD8r0c8+scpyeI2UtNxmUqhivWHtj31momAWKYZW3t7cDg8xipJ8/fw7/467b3t4Out1mHcmq+K4sWZAmDItZPGs5Fn/TdLJPGRtVeqZ6rP8TJO6LYgKiWJJpOp2Gav1UEo8Vn/VjTZO5yv/WxlipmyOrzrWpOKs3Y568xNCzFwbeqpvyg77/riXydZAlMHwwGAQfrpmFVMzUZNLkvpq8qNizaHOtth2rCjjpvn5iUIX3Sp4DWd9PYu8nNdmnBi1/TAzYpK5bJbGg1pQBlNKpWNv57rPqcNkVRRFqT+nixFqkr9PphIFRgWTsPmNtajKorjLgvpc1nOVtpQnDUgWumuh1k2tXGTZNQL/31Gh2Hceia8QUApx8MlWTNjclJP5KshHw1GagSXWA1HmqBlm1kF9eXmw8Hofqp2TdUHbg/v6+VBTQL0/hmZiqjhez1KvaXCWpjl/X0TwzUAec6qyWpkxUlr+OpIwK/d3HXcTWplJRkKRAo8769f1V9/X6QtyFBozT/qenJxuPx6HWzMXFhT09PYXBH2YN4FU1/vj7ahMy0ObcqeNS+zMxZfk5pM171X2rGKYYwG/DcDZhXGKGAP8DnLS0DyVBzJYlCTSekKVY0C+dY2JtSM07dQZKSj82YdCobjUFgCl5N+YpJv4hVsVF6TGxc1CzaTwe29bWVliokGKA0+m01FlTxfPY1sRF5YFKE592W2mD1mPKG5sEq6yfNkxUlreRpgNpEwuT9x9bkFrPkTJOkDbGBPvHrhEzLPy5iXHSuCeOJfljNBrZYDCw4XBoi8UilCLRQp5VoC31Wx17l9q2KeBU1Y4s7yt1k7tZNYNUdXxsrqvS+1S/acKSpq6Fi1srinMuQlsmk0mIE/ZLsPg505+/ylD5mfr2qu3ZeJ2npr/pPrHOmOpE3mWARUrw6PPzc7BCqU/h1xpqMjk1GTDrjm06ULY5Z6zd/hn6ybLNOf22DJh+rLS1SFOSWp/QD4ZNjZc2gEKTEvT8+l0ZL3XfEyPS6XRsPB7b7e2t3d7e2uXlpU2n0xLDVBRFcMP7a3qpcy9W3V/dJNlU71MTjNe5HHP1vtIG2K5jFMfcyp5IqGtXE4AHGaD6jduOvobBYvYNOE0mE7u5ubH7+3u7u7sreW1SjFrsmVSNJ1X3uKpxkhI12pRxen19DTHSba/xQ5knJPWw6yxrHZwXi0WoiqzbKaKpbrpYbFXKOk1Z4qn96u6xKaBsIrEOFlPEpudpwkRleR+pGkTr9CH2vcollaL2U/u3HdRTmXtVlDmAirbt7OzY8/OzDQYD6/f7wQ2vRoL2f7KBvNEUkzrglJoUVjmXttXvF9s3u/DeT+re6abHwiaGbdX/XqoYZT9H+QW9AVMsxUR88Gg0svF4XDpvVcHJ1PaUu7+JbAI41T23Va7xbqUKmu4XAysAHr9dUTTHxmKiAE96zaoUfW1X1SBYFyPRBDClztvEotBtut2765pmzGUQ9fNJE2D+ltded3vMSo+xYNznYrEIbvbDw0Mrim9B4sPhMACn8XhcWvRXz4mea7B5rG1t762JNAVhVZKB0vtKm/ddt2/d702Nnia/xQyjNnMUJQgwUkiiIjgcfdNwF788WZt5KgYA64yStkacv+9YG/nuvVHvzjytiwj9eZqukZN66LE1uHR5FbNyQTNvrfJ7VTur3IrrvOw6acoO+Mki5ioxWx1EZXl7iSl7TKoGzU23o+32WN/xv8fKJiwW34LCSYcGPD09PZXWnfQuBO+m84sSx9rd1NhpM7mtCqCyfv0cEuvDTeKK2p676fFNzq3je9P9mSt17UqNG+YvFvZi1jwGMvZbE7C0ibk05lmK3QPsblsAtfbCwG1/q9uvCpRUod0Y61R13VWrB8eu27TD1m2rs9xj+1UN1n49Pk/bmrUHUVneV/x7a/rbJq7bZHvVd886VZ0Tl4HZMli13+9bt9sNA/zt7a0Nh8NQDFNBEkDLXys1qaxj1NQBo6ZGX93+SK6v9n7SJp5pE4C36bVW3cfPiwoYMFJms1mIER6NRtbv9204HAZ2V9lQr2NVetRG59qAKO6rjZHZRMeIfWoqPzzbDonFIbFPXYfWDsI+PgU75QuualOd1NGXq1iydb/Hzsn/3oedum4GUT+3NB0U2Pct3kudAcI+Vd/9bymDRVlh6rOZmfX7fdve3g71ZsbjsfX7/VIBTAa8JvrdFOw0GRvaAqhVgVOWt5VVxrZNzB3+uBjoadKH/b7eWPaEAtuen5+tKIpQM42Eq+FwaP1+P2Srp85t9r1XI9XGOjDUFjjF7ruJeIzgSxW8G/OUkqYX9xOE375KR6w6pg31Wsd+baKtbaVOYVNlCaqO8SCqzsLNA32WphIbQKsABIMZnyzebbZM/JjP5wE4aQkDs7Lh0HZAX/Xe2o51TYBTDhD/MbIO87NuX2oD9Ouun5qf9A95fX216XQaMu12dnZC8VnKEpjF4wabgJy2IKrq2CaSSq6pIjj8cW/KPG1yAuVcdeto+d9SVLzPrvFSlbnU5sWaVQd2tlWyttdOHeeBVNPjfTyUWXYV/CzyowBrEyBep6epwVMTQHRfZaCenp5CHSd+J6hV06z9dfyY4l3XVe1v873p5NYGOCEKoLLB8mNlnbH8La5dd34f2+tjefT3l5cXm0wm9vj4GHTq8fHRHh4evtO1VeelJt+b3NemJMY+wV63NVw2yjytwjohKcTnt8foeQUBTWIcUm2Ioc9NWKh112t7LT9heAu8bZtXZaKyZIlJyqjxv8fYIQ+sVGJuaR/U+x6DcFNQ2QYwqaxT9TjL5qTNJL/q+2oLwlPbYwxL3fwDgAJkEfekxnRdX6wLqWk7B7aVJq62OvZJt7eZ835YzFMM8PjfqwJl+fQDKX+xSqixc8S+r8oE1V2j7X5NGbB1gFPsepmJ+rFSZ1z86Im17YCvemm2ZJ7aMs5F8f3KAHrelPu/qSHVxsBalWmqOz4WnJvl/WQTTNMq762u79dt1/+rAAX6gPub+EK2a//UdV+rpC6pqcn3JudsIk2P8yTLKtfbGHhahTWpii2KbY9Zqm2twLpYiE1Ik3OuooypiQAAGTt+lWDizET9fFJlTLzV9TYtsew7D3z8hJD6rsemxoaYtB3EY/uuCpzqzrtqu7JsRtq8h7YGuUobQ2gdw1r3TelHDIB5IKXtbkIsrAucUtdbd7/U/qvGGTYGT5tUZs6VsjxXBR/emgVUEGAay8prOyGtMthWKUvVPac6KvflJ5O6c6xzr1C7Wd5eUn071V/fc6KtM1iqftM4DL9dz805WHuLgHF/jZh+8ZxSDE7VQN5mYlgXSPnjqmKcst69nawDjvy2VN9KhZJUXb9NO33/1/2rxowYSNLjfcY6n37eSbVxHUNlHWkTOM539VQ1lR/mtotR7f631LY6wKD78H8T5F0FLto+2FUQet25UvfbJkB8VfZinWOzrC8xxf9R7Wj6W12bY5NLCjimzrMqGGp6XGyftwJOsetn4PS+siqYatOfNgGY/PcmBnpsW925YsfVAad1QOJ7SRWgbSobAU9tOkMdWKl6eVUvSOMqYqi6jnLc1MTUFMSkvqd+03vRdYl8JeW6uk1NwWKTdmd5G0kBiKrnv0lg2wYgNdnuQZLuj76nAr6JzWji1tNrxH5bFWj59tbdb9NjPNvkQVOVcZhlc/IWgKnqvKu0pek+bQBXSnd0f6+nseM3cd8pWdV115R98v+3kbXBU5sHVffS2z50jtnExLHqA4ydY5PnzPL/n7QF9m/BSG1igI4BnjoLuercCihSk1hd7FMbKzz1+6r7qzQBTlneXtqAjdT3dZmWVXStbr9YQLR+959VwKlNW/6K/XbV8fOHVhjPkiVLvdSxhW85YLVlmvw+RVGU6qjEmKEUyGKfnZ2d8D+JC55ZhYGNGVNNJrfU9zog1BaMVYEmfvfgMLvu3l7aMIlNvm+SdVoFtHg2t03cbaxvbgLgrSpvxT6ZlcFj24SoDJ6yZPnJJDVQ/KiYp3UGdb9vkwnIu97ZHmOd2kibyS/W5jrGqek+bdqYgdPPIW1YmPcGTrH9U4Hjbfp81b7Zm2JWLPJTyJIlS5YsWbJkaSzZrMmSJUuWLFmyZGkhGTxlyZIlS5YsWbK0kAyesmTJkiVLlixZWkgGT1myZMmSJUuWLC0kg6csWbJkyZIlS5YWksFTlixZsmTJkiVLC8ngKUuWLFmyZMmSpYVk8JQlS5YsWbJkydJCMnjKkiVLlixZsmRpIf8PpsqVtqwfB7UAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 800x1000 with 15 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "batch_size = 5\n",
    "plt.subplots(batch_size, 3, figsize=(8, 10))\n",
    "for b in range(batch_size):\n",
    "    # moving image\n",
    "    plt.subplot(batch_size, 3, b * 3 + 1)\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(\"moving image\")\n",
    "    plt.imshow(moving_image[b], cmap=\"gray\")\n",
    "    # fixed image\n",
    "    plt.subplot(batch_size, 3, b * 3 + 2)\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(\"fixed image\")\n",
    "    plt.imshow(fixed_image[b], cmap=\"gray\")\n",
    "    # warped moving\n",
    "    plt.subplot(batch_size, 3, b * 3 + 3)\n",
    "    plt.axis(\"off\")\n",
    "    plt.title(\"predicted image\")\n",
    "    plt.imshow(pred_image[b], cmap=\"gray\")\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "name": "registration_simple.ipynb",
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
